{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "40ed9c0d",
   "metadata": {},
   "source": [
    "# Interpretability 10A: swap"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "53da4d75",
   "metadata": {},
   "source": [
    "The task has 9 inputs bits $x_1, \\cdots, x_9\\in\\{0,1\\}$ and one output bit $y\\in \\{0,1\\}$.\n",
    "\n",
    "$y = {\\rm maj}({\\rm maj}(x_1,x_2,x_3), {\\rm maj}(x_4,x_5,x_6), {\\rm maj}(x_7,x_8,x_9))$\n",
    "\n",
    "where ${\\rm maj}$ outputs 1 and two or three input bits are 1, otherwise outputs 0."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e7e99852",
   "metadata": {},
   "source": [
    "**KAN**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ef1ec71c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cuda\n",
      "checkpoint directory created: ./model\n",
      "saving model version 0.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " train_loss: 2.40e-02 | train_acc: 1.00e+00 | test_acc: 1.00e+00 | reg: 2.69e+01 |: 100%|█| 20/20 [0"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving model version 0.1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import numpy as np\n",
    "from kan import *\n",
    "\n",
    "seed = 5\n",
    "torch.manual_seed(seed)\n",
    "np.random.seed(seed)\n",
    "\n",
    "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
    "print(device)\n",
    "\n",
    "\n",
    "inputs = []\n",
    "for i in range(2**9):\n",
    "    string = \"{0:b}\".format(i)\n",
    "    sample = [int(string[i]) for i in range(len(string))]\n",
    "    sample = (9 - len(sample)) * [0] + sample\n",
    "    inputs.append(sample)\n",
    "   \n",
    "inputs = np.array(inputs).astype(np.float32)\n",
    "middle = np.array([np.sum(inputs[:,:3], axis=1) > 1.5, np.sum(inputs[:,3:6], axis=1) > 1.5, np.sum(inputs[:,6:9], axis=1) > 1.5]).astype(np.float32)\n",
    "labels = (np.sum(middle, axis=0) > 1.5).astype(np.float32)[:,None]\n",
    "inputs = torch.tensor(inputs)\n",
    "labels = torch.tensor(labels)\n",
    "\n",
    "\n",
    "dataset = create_dataset_from_data(inputs, labels, device=device)\n",
    "\n",
    "width = [9, 10, 10, 1]\n",
    "model = KAN(width=width, seed=seed, noise_scale=1.0, device=device)\n",
    "depth = len(width) - 1\n",
    "\n",
    "def train_acc():\n",
    "    return torch.mean(((model(dataset['train_input']) > 0.5) == dataset['train_label']).float())\n",
    "\n",
    "def test_acc():\n",
    "    return torch.mean(((model(dataset['test_input']) > 0.5) == dataset['test_label']).float())\n",
    "\n",
    "\n",
    "model.fit(dataset, lamb=0.001, lamb_entropy=5., steps=20, stop_grid_update_step=1000, metrics=[train_acc, test_acc], display_metrics=['train_loss', 'train_acc', 'test_acc', 'reg']);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "2f308d44",
   "metadata": {},
   "outputs": [],
   "source": [
    "#model.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "f085cbf2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving model version 0.2\n"
     ]
    }
   ],
   "source": [
    "model.auto_swap()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "6c8499f1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x600 with 222 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "c9664e27",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saving model version 0.3\n"
     ]
    }
   ],
   "source": [
    "model = model.prune(node_th=5e-2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "969ac4aa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x600 with 54 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d7c7cc02",
   "metadata": {},
   "source": [
    "**MLP**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "48d9c872",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cuda\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " train_loss: 1.28e-02 | train_acc: 1.00e+00 | test_acc: 1.00e+00 | reg: 7.73e+01 |: 100%|█| 1000/100\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import numpy as np\n",
    "from kan import *\n",
    "from kan.MLP import MLP\n",
    "\n",
    "seed = 5\n",
    "torch.manual_seed(seed)\n",
    "np.random.seed(seed)\n",
    "\n",
    "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
    "print(device)\n",
    "\n",
    "inputs = []\n",
    "for i in range(2**9):\n",
    "    string = \"{0:b}\".format(i)\n",
    "    sample = [int(string[i]) for i in range(len(string))]\n",
    "    sample = (9 - len(sample)) * [0] + sample\n",
    "    inputs.append(sample)\n",
    "   \n",
    "inputs = np.array(inputs).astype(np.float32)\n",
    "middle = np.array([np.sum(inputs[:,:3], axis=1) > 1.5, np.sum(inputs[:,3:6], axis=1) > 1.5, np.sum(inputs[:,6:9], axis=1) > 1.5]).astype(np.float32)\n",
    "labels = (np.sum(middle, axis=0) > 1.5).astype(np.float32)[:,None]\n",
    "inputs = torch.tensor(inputs)\n",
    "labels = torch.tensor(labels)\n",
    "\n",
    "\n",
    "dataset = create_dataset_from_data(inputs, labels, device=device)\n",
    "\n",
    "width = [9, 20, 20, 1]\n",
    "model = MLP(width=width, seed=seed, device=device)\n",
    "depth = len(width) - 1\n",
    "\n",
    "def train_acc():\n",
    "    return torch.mean(((model(dataset['train_input']) > 0.5) == dataset['train_label']).float())\n",
    "\n",
    "def test_acc():\n",
    "    return torch.mean(((model(dataset['test_input']) > 0.5) == dataset['test_label']).float())\n",
    "\n",
    "\n",
    "model.fit(dataset, lamb=0.0001, lamb_entropy=2., steps=1000, reg_metric='w', metrics=[train_acc, test_acc], display_metrics=['train_loss', 'train_acc', 'test_acc', 'reg']);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "4354ef50",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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FFfzZoUMZBnP5so8HYYdezxdFQgIbOWtRvhpu0Ay4BgCqA++8Qw+8bVs/7HDNGjYWHjiwwI/GxQGXLgE33+zjMUiS5zJKxYrUpxcs8PEgnBAWxoD7v/+mR66h4QLNgGtg9Wo6wvPnF7iW6DsmTmSzYr2+wI9u3gz07FmE5sjuKKiolZrijkZRU60aX3KTJ/OtqqHhBM2A3+CsXcv8mTlzuE7nF/79l17vww979HGfhw+q8aQmisL99wMXLgDHjhXTYOxo0oSe+DPPANu2+WefGqUKzYDfwKxfzyzuWbOALl38uOMJE6jvetD1WIhi0r8VPKmJohAcDDz4oH8WMxVuuQWYMQMYMgQ4ccJ/+9UoFWgG/AZl82Z2kJ8xw2Xf4OLh5EnGBD79tEcfP3cOSE8vRmnHGwMOcNYwd65/O80PHMgC7H36AFeu+G+/GiUezYDfgGzfDowbxxyanj39vPNJk7jzChU8+vimTYwy9EAqLxxNmgDx8Z7HXXftSk98+/ZiGpALnn8eGDaMJQcyMvy7b40Si2bAbzB27gTGjmWNk9tv9/PO4+IYo6hUHvSAYon/VhMaykQdT1PY/ZFa74ovvuALZ8SI4imupVHq0Az4DcTu3eyrO3UqcNddARjAN99QQ46K8ujjxa5/K3grozz0EIPmc3KKb0zO0OmAmTOBtDQ2vtBixG94NAN+g7BvH+Xbr78G7rsvAANISWFZw9de8/grx4/T4W3ZsviGBcC7UEKA9QVatmQDCn8TGsqg/W3bgM8/9//+NUoUmgG/AThwgE7jpElcBwsI339PV9qL/HzF+/YgUbNoeFKV0J7Ro/0bjaKmcmXGiE+dGrgxaJQINANexjl8GBg5ks7agAEBGkRODjvteFC0Sk2x698K3kooAKWgDRsC112+YUNg5UqGYxZXrXKNEo9mwMswx44Bw4cDn3wCDB4cwIHMmkUv95ZbPP6K2cxow2LXvwFrOr03oYFVq3IhYdGi4htXQdx0E8/t8OHA0aOBG4dGwNAMeBnlxAnWX/rgA0afBQyzmengXnrfhw4x0rBhw+IZlg3VqwMhIazH7Q1K1/pA0q8fy0f27etZUS6NMoVmwMsg0dE03m+/TfkkoCxbxv6TvXt79TW/6d8Ad1IYHbxfP74pz5wpnnF5ylNPUZPv148RKho3DJoBL2OcOcOs69de87jUSPEhBNPmx4/32hL7Tf9W8KQ/pj1hYXxTloSFxI8/Blq35nTLaAz0aDT8hGbAyxDnz1PrfuklxnsHnM2b2XH+wQe9+lpeHhMd/WrAvSlqpUaJRgl0TLZOB/z6K433008HfjwafkEz4GWECxfYE/fpp9ngvEQwYQJLHRq8a726dy9Qpw4b0/iNwhrw227jG+fff30/Jm8JCQGWLmXG1v/+F+jRaPgBzYCXAS5dovEeO5YFqkoEBw8yAH3sWK+/6pfsS3uaNStcR3idjkH2JUFGAdh4Ys0aJk399lugR6NRzGgGvJQTF8didQ895FWJkeJn4kSme0dEeP3VYq3/7YrGjdnGrDCLgA8/zE49eXm+H1dhqFePWaKvvcauPhplFs2Al2IuX6bmPWwY8OqrgR6NinPngD//pAH3kqwsKgB+N+DBwYxZ9HYhE2AD0fr12R2jpNCxIzBvHsOQ/vsv0KPRKCY0A15KSUig8e7f3+sQ6+Lnq6+AMWOY7OIlu3ZRjq5SxffDKhBP+2M6oyTEhNtz332cCfXt632Mu0apwLvVJY0SQWIijfd997ERsV9ipT0lIYGGrJBe3+bNAdC/FQq7kAmwxOu777JoV8WKvhxV0Rg7Frh4kUZ827aSNTaNIqN54KWM5GTGeffqxSzLEmW8ARZYGjAAaNCgUF8PiP6t4G1VQjW1arE7xuLFvh2TL/jgA6BzZ944JUWn1/AJmgEvRVy/zryRrl2Zt1HijHdGBjB9OhN3CkFqKlPo/d4lSKEoEgoQ2AqF7pAk4Mcf2dboiSe0GPEyhGbASwmpqaxZ1LEjKwuWOOMNMHTtlluAdu0K9fXt23l85cv7eFye0qIFDbjZXLjvDxoE7N/PoPySRnAw8McflLbefz/Qo9HwEZoBLwWkpTGZsVUrrknpSuJVMxqBKVOKtKIaUP0b4MppZCQQE1O470dEMKZz3jxfjsp3VKjA6KBZs4Cffgr0aDR8QEk0BRoqMjK4Pta4MYM7SqTxBoD585k6edtthd5EQPVvBcULLyxKNEpJlSnq1KERf/ttJvxolGpKqjnQAGOiR40C6tZlP4Ri68xeVGSZU4PXXy+0tpOYyBDsbt18PDZvKcpCJsApxPXrzEQtqbRtCyxcyJfN/v2BHo1GEdAMeAklO5vZldWqAdOmlWDjDdCTM5mABx4o9Ca2bOHibFiY74ZVKArTnUeNwcC3bkmLCbfnrrsoefXvX3jJSCPgaAa8BJKTQ+eofHnghx+8rgXlfyZMYNp2EfQdv5ePdUVh6oLbM3o0JSWTyTdjKi4eeYTFc/r04axBo9ShGfASRm4ukxjDwhjUERQU6BEVwK5dTJ0fPbpImwlIAStnFFVCAYAOHZiFumGDT4ZUrLzzDtCjByNocnMDPRoNL9EMeAkiL4+Jc5LE0s7BwYEekQdMmMAC5CEhhd5EXBwrKt58sw/HVVgaNqQ3WhSPVJJKbky4PZJEjS48nEXkvekLqhFwNANeQjAaWcc7Lw+YObOUGO/jx5mePW5ckTazeTOTd0rEMRsMQJMmRZdRHnoIWLGCYUQlnaAgLmpGRzM6RaPUoBnwEoDRyLaG6enA778XyZn1L5MmceAVKhRpMyUifFBNYdqr2VO3LrvGL1vmmzEVN5GRwOrVLIs7bVqgR6PhIZoBDzAmE6uuJiVxxh3wKAxPuXSJdT+KWIRciBKkfyv4YiEToIxS0qNR1NSqxYiiDz8EVq4M9Gg0PEAz4AHEbKb9i4sD5s6lDFlq+Ppr1pquVatImzl3jjOPDh18MirfUJSqhGqGDgV27gTi44u+LX/RqhVT7seMAfbsCfRoNApAM+ABQpaBl1+mAVuwAChXLtAj8oLr14FffvFJF4lNm1hZsUTFuftCQgEoLfXty5DC0kSvXpRRBgwAzp4N9Gg03KAZ8AAgywybPnmSa0eRkYEekZd8/z1wzz00dEWkxMR/q2nenIbLaCz6th5+uHREo9gzciQ9jD59mCarUSKRhCipRRvKJkIAb7wB7NsHLFkCVKoU6BF5SXY2Q+1WrSpy3J8QVGA2beLMvUQRFcX00KK+pPLyrNtq08YXI/MfQgDPP88KhuvXl6IFmhsHzQP3I0Iwb2L37lJqvAFWsmvd2idB28ePMwy5ZUsfjMvXFDWlXiE4mNXISqMXLknAN98AlSsza7OwZXY1ig3NgPsJIbi4v317KTbeZjMwebLPmnAq0Sclsra5rww4wGiUuXNLZ5KMwUAN/8KFEth8VUMz4H5ACOCTTzgLXbKkUL1+SwZLllCwv/den2yuROrfCr6KRAHY5CI0FNi61Tfb8zcREZTMli+nR65RYtAMuB/48kuWYF66FKhePdCjKSRCMG1+/HifuMxmM2XhEhX/raao7dXUKKn1pSkm3J4aNRgj/umnvJE1SgSaAS9mJk2i47p0KVCzZqBHUwQ2bmT44LBhPtncoUOMsmvY0Ceb8z2+KGqlZvRo3gjZ2b7bpr9p3pw38hNPsIiZRsDRDHgx8s037K61bBkDEUo1EyYAr7zis9q2JVr/BoD69VnHxFchdI0bc/G3tGc49ujBBsmDBvluhqJRaDQDXkxMn86iVMuXs4tVqWb/frrMjz3ms02WaP0bYGZR06a+W8gESm9MuD3DhjEWtk8fICEh0KO5odEMeDHw44/8WboUqFcv0KPxARMnMh7YR7n+eXmMxinRBhzwbSQKAAwfzqnHtWu+22agePllZpkOGMDefxoBQTPgPmbGDGDqVBrvEqvvesPZs8Datay45SP27uWspHZtn22yePC1Dl6lCjNYFy703TYDhSSxy3bt2iydq8WIBwTNgPuQ339nmPSSJZQ8ywSTJ1M6qVLFZ5sscdUHXeGrqoRqSns0ihq9nsdy9Srwf//HSCUNv6IZcB8xbx7wxRc03j4oEVIyuHqVCSgvv+zTzZa4+t+u8LWEAgD9+nGbZWUBMDycjSvWrePLXsOvaAbcByxaBPzvf6zC2aJFoEfjQ6ZOBQYO9KmQn5XFUgKlwoA3a8ZykXl5vttmaCgXAcvCYqZCtWqMEZ84kQ+Dht/QDHgRWbIEeO893retWwd6ND4kPZ2hNOPH+3Szu3bxJedDRab4KF+eCSy+LqmqRKOUJcmhSRN64k8/zRVqDb+gGfAisHIlWwguWAC0axfo0fiYn38GunXzeQW9zZtLif6tUBwySo8eXPQra8kwXbuyG/eQIcCJE4EezQ2BZsALyZo1rOk9bx7QsWOgR+Nj8vKAKVOKpXhRqdG/FXwdiQIAOl3p6VrvLYMGcUraty9w5UqgR1Pm0Qx4IVi7lovuc+YAnTsHejTFwLx51L179PDpZlNTmQ/Us6dPN1u8FEckCkADvnAhkJvr+20HmhdeAAYPBvr3ZzarRrGhGXAv2bCB9+fMmUCXLoEeTTEgy1yMev11n+e5b9/O2Ur58j7dbPFSHBIKwCLojRoBf/3l+22XBCZM4PGNGMHO3RrFgmbAvWDLFuCZZ5is061boEdTTKxezf/27+/zTZc6/RuwSijFseBYlmLC7dHp2PwjNZVZvGVpwbYEoRlwD9m+HXjySa7tlSoJwFsmTKC4r/P9rVHq9G8AqFuXawLFUfNj5Ejqcdev+37bJYHQUBYD2rqVSRIaPkcz4B6waxcwdix7+fbqFejRFCM7dgAxMcCoUT7fdGIilYhSN3PR6RgP7uuFTIAhirfdxgSCskqVKiyG/+23TArT8CmaAS+A3buBMWOY03L33YEeTTEzYQJXZ0NCfL7pLVsYZVYq++L6srmDPWWlQqE7GjVizO0LL1BH0/AZmgF3w/79fL6mTAHuuy/Qoylmjh4Fdu4Exo0rls2X+PKx7vBlezV7HniAoTkxMcWz/ZLCzTezWNCwYbzXNHyCZsBdcPAglYSJExnSWuaZPJlZdMUUIlJqClg5ozhiwRUiIhg7fSPIC/36sTls375AfHygR1Mm0Ay4Ew4fZvTTZ5/RQSrzxMay/u2LLxbL5uPigEuX6ISVSopTQgGs0Sg3QqTG00/TM+rXj+UaNIqEZsDtOHaMdfc//pgZwTcEX3/Nh6pGjWLZ/ObNjNwJDi6WzRc/zZoBFy4AOTnFs/077wTS0qjZ3Qh8+inj4IcNA4zGQI+mVKMZcBUnT/Keev99GvEbguRk1q949dVi20WpDB9UExHBpqanTxfP9vV6vkDLaky4PTodkylyc5lYcSPMPIoJzYBbOHWKHvcbbxRLFF3JZfp0rtA2aVIsmxeCBvyuu4pl8/6juGWUhx8G5s+/cTzSkBDKdv/+y+muRqHQDDhYLXTIEDqhjz4a6NH4kexs4LvviqVolcK5c5Q627cvtl34h+KMRAFYzrJGDWD9+uLbR0mjUiXGiP/4I2tTaHjNDW/AY2JYd+f555msc0Px2280HMVYkWvTJiY/6fXFtgv/UJyRKADrztwIMeH21K8PrFpF7+lGenn5iBvagF+8yAiup57izw2FycTQwWL0voFSHv+tpkWL4m+DNmoUE15utOiMTp0YRjlyJPDff4EeTanihjXgly7ReI8ZAzz7bKBHEwAWLwYqVizW9FJF/y618d9qlHT64lxwq1MHuOUWasM3Gr17s15Kv34Ma9XwiBvSgMfH03iPHAm89FKgRxMAhGDafDGUjFVz/Dg337Jlse3Cf9SuzfNW3AkoZblCYUE88QTw2GNM9ElNDfRoSgU3nAG/coWa95AhLLp3Q7J+PR+QYg50V7zvYnxH+A9J8o+MMmQIIzPi4op3PyWVjz6ipDJ0qG+bSZdRbigDfu0an4++fRkueMMyYQIXjQyGYt1NmdG/FYqrKqGa8uUpI8ybV7z7KalIEvDTT/z/J5/UYsQL4IYx4ElJ9Lzvvht4990y4hUWhn37gCNHOFUtRsxmViAsE/q3QnG1V7PnRoxGURMczDWaQ4eADz4I9GhKNDeEAb9+nZ73bbcBH354AxtvgNW5Xnih2Ou6HjoEVKgANGxYrLvxL8UdC65w773A5cssynOjUqECY8R/+41dVDScUuYNuGK8u3RhIbQb2nifOQOsW+eXsJsypX8rNGvmHw88KIjV1G5kLxxgVM6ffwJvvVV2e4cWkTJtwFNTWdOkQwdGKJUpY1IYJk8GHn8cqFy52HdV5vRvAGjalIuLWVnFv6/RoxkbbTYX/75KMu3ascTA6NHAgQOBHk2Jo8wa8PR04MEHGcI2aVKxtHgsXVy5woWx//u/Yt9VXh57iJY5Ax4WBtSrV/yRKABr75Yrx4WEG5177gG++oqNtst64wsvKZNmLSODM9BGjdhN54Y33gBrngwezCa9xczevZz91q5d7LvyP/6SUSTpxo4Jt+fRR5ku3bdv2W0CXQjKnGnLymJGcp067KNa6mtw+IK0NOCHH4Dx4/2yu40by1j0iRp/RaIAwEMPMSvTH5JNaeC999gVe/BglqLVKFsGPDubTkvVqsC0acUe5lx6+OknoEcPoFUrv+yuTOrfCsVd1EpNo0bUgFes8M/+SjqSxPLHoaEMg5XlQI8o4JQZA56bCzzyCGXDH3/UjHc+ubnsuFPMRasUsrKA3bvLsAH3pwcOaDHh9gQFAYsW8SX6zjuBHk3AKRMGPC+PEllwMPDLL7zGGhbmzmUwdvfuftndrl20cVWq+GV3/kdp7OAv72/YMC5kXr3qn/2VBiIjgdWrGZ3y/feBHk1AKfUGPC+PdbyFYJemUtt3sTiQZSbu+Mn7BiiflFn9G2DTBYOB5Sz9QeXK7Ji0cKF/9ldaiIpijPh777Ge+A1KqTbgRiMwbhx7zc6axS5NGipWruQqbt++fttlqe9/WRBKUSt/yihaNIpzWrcG/viD0++9ewM9moBQag24ycR+qKmpvLdDQwM9ohKGUjL2tdf8FkeZmsoU+p49/bK7wNG8uX8NeN++zKL11+JpaeKOO4CpU4EBA9i/7wajVBpws5kt0BISuL5TzGU9Sic7dnCa78cOzdu3Ax07sqBemcafkSgAp5bDh2uLma4YNQp48UWgTx9WrbuBKHUG3GzmtYqNZWJhRESgR1RCmTCBWZd+XBQo8/q3gr+KWql5+GEuSGuhc85580164wMHMp74BqFUGXBZBl55hV3kFyxgyKCGE44eZTjIk0/6dbdlXv9WUCJR/Em3bvzvzp3+3W9pQZKYbVyxIjXxG+RFV2oMuCwzmOL4cS7IR0YGekQlmIkTWXHQjycpMZGysGJnyjSNG7O2jD+bD+t0XMzUZBTXGAwMLTx/3q+RV4GkVBhwIVhR8sABxvBXqBDoEZVgLl4Eli9nzW8/smUL0LXrDbIeERLC2Hp/e+GjR/MByMnx735LE+XKMaxw6VLW0ijjlHgDLgRDPf/9l006KlUK9IhKOFOm8EGvXt2vuy3T6fPO8HckirLPpk2BNWv8u9/SRs2aPEeffAIsWxbo0RQrJdqAC8Eep1u3AkuW+KWMdekmKYkdTF591e+7Vho43DD4OxJFQYsJ94wWLWg0Hn8c+OefQI+m2CixBlwI4LPPgL//5nWoWjXQIyoFTJsG3H8/iyD5kbg4RizefLNfdxtY/J3MozBiBB+K5GT/77u00bMnq3AOHAicPh3o0RQLJdaAT5zIRMKlS/2uBpROsrKY0BCAxZvNm/ms3FBlDPxVF9ye6tWBXr2ohWsUzPDhLKPcpw9w7VqgR+NzSqQB/+or3p9Ll1LO0vCAGTOYRdOxo993fcOED6pp0YKLmIFoeaZVKPSOV1/lzHTAgDJXW10SQohAD0LNt98CM2fS+65TJ9CjKSWYTPQIf/4ZuOsuv+5aCAZkLF0KdOrk110HFiHoDe/ZwxPgT7KygFq1gIMH/S6XlVrMZmDoUP7/4sVlptNLifLAp0/nGtyyZZrx9oo//uAKbwBWEc+dYzh0+/Z+33VgkaTARKIAQHg4u9LMnev/fZdW9HqerytXgJdf5gu4DFBiDPhPP3G9YelSoH79QI+mFKEUrXr9dRoVP7NpEyXZMuLQeEegIlEAazRKGTFEfiE8nFP7v/6iTlsGKBEG/LffmAW7dKn/Z6Olnr//ZhfnIUMCsvsbLv5bTaAiUQC+NbOybtgyqoWmWjXGiE+YUCYWggNuwH//HZg0ibJUkyaBHk0pZMIELtIEwAUW4gaM/1YTKAkF4PUeNUqLCS8MTZsyW/npp1lCsxQTUAM+fz7w+eeM827ePJAjKaXs3QscO8biPQHg+HGqNi1bBmT3gSeQEgrAaJQFC9jZRMM7br2V/ReHDCnVddYDZsD/+INZln/8wZmoRiGYMIG1dQNUgETxvgMgvZcMGjVi9mtKSmD237YtW4utWxeY/Zd2Bg9mY+Q+fUptz9GAGPClS4F332VVwTZtAjGCMsCpU8CGDWxLFCBuaP0bYPfsxo0DJ6MAWkx4UXnpJWDQIKB/fyAzM9Cj8Rq/G/CVK1lZcP78GzD0zJdMngw88UTAqnuZzaxAeMPq3wqBqA2uZuRIdmhPTQ3cGEo7Eycy9G3ECOZUlCKKzYDLsow5c+agZ8+eqFu3Lnr27Inx4zfhtdcE5s71LOnD2TbmzJkD2Yti7UXdRkkYg/02OkdFIePXX7Gkbt2AnYuoqD7IyorHzp2BPReB3sZRkwm/v/124O6tWrVwuUEDfH7zzQE/F6X2OdPpGE1x/TrECy9gzuzZAb+3PEYUA2azWQwfPlwAEDqdTgAQknSfAKLFXXe9Lcxmc6G2ofx3+PDhftlGSRiDs218BohfgQCfi9cE8GvAz0Wgt/EoIJZYrkWg7q1HALGxEGPw9ThK/XOWkCAuRUaKNwI8Dm8oFgM+e/ZsAcsNxZ87BBAtgFsFADFnzpxCbMP2xx/bKAljsN9GeUAkAaJFwM/FnwJ4KKDnoiRsoysgDgf43ioHiHRA1Cml57MkjEHZRkNAxANiZADH4Q3FYsB79OiR/9a5DQ+IijgvgB5CeRv17NnTq23Y/xRmG7pCbMN2DJIAwoo0BsluHIXZxkFUFNEIL9I2CnM+bc9lewHIQofWRRpDUc+FL+6Lom6jFnTCDEncjKAi3FtFP44V6CgmYGSpPJ8lYQzqbdwMiOsIFwMwsIg2p1WhbIY3FIsGHhMTk6/3XMclfITP8RCuQYdIyLKMmJgYr7ZhT2G3EerlNmy/L9AQegDhhR6DAKC3/BR2GwZEoiqC8RUkBBdyG/Z4ey7uBQsoyVgDoFahx6C++QJ5XxRlG2sRgdNojKNo59U2fDmGXuiKr/EltqMLAEOhtuGLcRR2GyVhDNZtVMUxbMfXeAkn8DkKez6DIUGCbVq5p9vwhmIx4A0aNIBOx00fwX4cxRo8Dh0eRBVEoB7q1i048Fu9DXt0Oh0aNGjg1TZk2B6sJ9uwH4OEDND8hhVqDABgBCCBt0VhtpGCGhiH6WgNgR0AGktSocahxttz0RaNAZgBRAL4B5LUplBjUIePF/Z8qvH3NoagBdogHam4iGzUB1DH4234agz3oR0yMRkHUBmrcBXATV5vI9DnsySMQZaBcuWGA9iOTsjAYizHaTTzbhxCoHHdBgiBDiZIMCMYgLV/qafH4g3FYsCfeuopm7fhz8jAOaTibugwGsl4+N5RuHTJfW9W+22okWUZTz31lNfjMMPW+y1oG/bfp8FJB2CALAcXagwAoAQq6WUZT40b58U2mqAakpGJSAwGsALAv0LgEw9qgBf1fCrfbwPgOhpDh1wA8QC2QIjN6NnzPa/HIGA14oW9pt4eh6+2MfzOcfgJ5yEB+Ax5AHYC6AogrFD3VmHG8GydOyDjE1yAEalYAWArgG4AgkvV+Qz0GBISgC+/BJKTP0BtZKE8HsNx2HbwKWgbcp4JpsxcPP7E4zBChoxQALngXe7dsXiFTwUZC44rsaGiCqqIbWgkJre4X5gmTBIp2w+Lc+eEiI8XIjfXk21Y//vggw8WakU4GBBBkiQkD7dh831JEo3zdVtJDBo0RmRlFW1VeuSwYcKcnS2ELHu4jREiDWGiG7aJutALHSA+7NVLyLVrC/Hcc0JkZxdqHN6cizfQWbyF94UO1wTwpQBOi27dJolKlWQxf75350IHCIMkFema+uK+8HYbVy+bxdnGd4lsnV7kACLEonFKUicB3C2GD/fy3irEGC5NWSR6G9aLe6vNFMAPAnhCADWFJA0XQI9SdT4DNQaTSYgtW4R49lkhWrQQon5Urvjo5t6iJiAkKVgAZst/XW9DNpmFKTNHmDJzhGwyC7PRKB4cOlQAVYQk3V2oY/GGYjHgQvCEzpkzR/Ts2VPUqVNPdOkyUPz1xjviSMXu4uKqg0JMnSrMa9aKpGtmcfasEFevCmE0ut5G3bp1Rc+ePcWcOXO8OgnqbTSuU0f07NFDzJ05U5hNJu++36OH6FGzpujZo4eYM3u2yMszi5QU5y8fd2NwOA6TiRvx4CYfducukY5Q0QJHxZj2ncWc2bOFOS9PiIQEIe6/X4iOHYU4dapw4/DkXFy/Lt7RfyKmhw4Uet1lUb/+dNGy5WUxfbpZ7N4tRPXqQkyY4P59pB5DvTp1RK8ePYp0TX1xX3izjcxMITYMniZMYeWEHBoqLrVrJ3r26CHq1qkjevS4TYwfv0n895+H57OQY0ic9Ju4N3iT+P6BP8WQwSbx0UdrRKNG34jatZuLW27pL0aO3C8yMkrH+QzUGBIShJg6lca7bVshGjcWInH9AWHesUPMmTNHdO/eSwBm0b17L+fbkGVhzskTxowcYc418qaXZSGMRmE2m8U33ywR7ds/U+hj8ZRiM+D2XLvGmz/vzffE/o6Pi6tn0oSYM0eI2bOFKTVDJCQIcfasEImJtGnFQk4O/2syOb4tCkKWhTh92nqhLJu5fl2IvLwijsts5tgKuMAPdzgsUqo1ETVxWeRt2WH9jvLzxRdCVK4sxLx5RRyQC6ZNE/dFbBPHxk4U9esL8dJLQmzdKkS9ekJkZQlx5owQTZpwMuDRNZRlH5w8/2EyCbH046Mip0J1IW6+WYjISCEWLOAfLfdEWpoQCxfSQBQHaV9OF73DNonveq8W82ZkiRde4G0wcaL19lm6VIiNG4tn/6Udo1GIXbuEeOstIT74QIgOHYRo1UqIpDPJPHFZWUII3paS5Pz2lI0met1ZuUI2mW03brkPTp8WYv/+4j8ev6XSh4VR8w7633tobjiLixMWIL3fSKBGDeh//w3VzFdQty4zWS9cAK5fR/HVqldKrxY2M0qSACGg1wPlyrGEQpEycHU61tUwmVz2WDSZgNTjcTDUi0ImIgBZsB60TscTJUnAG28Aq1YBb74JPPUUkJ1dhEHZIQTOfb0SMJnQ6La6CAkB4uOB224DWrUCfvyRZUF27QL272eRtwLbD1rOY2loSiAEsG5ZFrrPGIvgUIkXJDeXvRZVREYCN90E7Nzp4yKBQiDn08l46OPmuK1LLkZ9cwv+WBWGxx/neQ4P560AALffzmtQCkt7FCvXrgGzZvERadAAWLGCt+DOHQKVz+9nYSZ3heFkGXKeCeY8MySDHvrQIEh6y0k3m3kBLJXdsrP9U2PObwY8NJQGXBiCELHgVzRc9CVOLT6M3NvuoRWYNw9Bp46hRg2gdm2egAsXgLS0Ynq+9frCG3AVBgMQEcGeCkXqb6sYcbPZ6dvg+HGgSXg8ghtEIQvhgE5iLzPlu8qxdOsGHDjA1lG33OK7Upk7dmDFtW7o1+ESDA3qIDiYBhwAPvyQ5SQyMlgvf+NG3sd33ulBI3DlBVTC2bMHqDb9Q1TNi4f05JOsf3L77UD58g6fbdSI52H3bh/tXAiY/vcZxkxqjVZtdPi/71tg9b9V0agR6wllZNCRUKhcmRU+d+700f5LOXl5vH4//EC70qYNMG0abdLWrUDFxDO8B101JBACwkjDLWQBfYgBumCDtQyn8uypomBycrj94sZvBlyvp7HLzQXQqBGqTPsfanzwNKL3psHcuh0LyWzaBGzciJAgGVFR7BmbmgrExhaDNyFJ/PFBV/GgIHpA6elF3JwkcWOy7OC+7dsHdK4ZB9SqBVnSA5HluUOj0Xosyo1UpQoL1o8ZQ4P+++9FGJSF6dOxotKj6NEoHqhTJ98DB/ie6NIFmDqV/w4PZ4OOm2/m7s+cKeCYS7gBP3cOiPn+L3Q8twS6Rg35VoqKYhU7F3TpAiQm8rtFQgjI776PZ6e1QsVGVfDBd9WQUbUBli4Fxo7lR9LTbQ04APTsCRw6RAfoRiYhgSWr//yTM6Py5YEvvmANuA0bgEhDNnD0KP/orC6y2Uyv2wxIOgn6EIPV6wZ478qyjfEGyqAHDlhlFADAqFGoc3cLhH7+Ac6eEXwgHnsMuHSJdWazsxEeDtStS48iMREFhh56jeK5FsaA2Bme4GAeX0ZGER17SeLGABsjvncv0KJ8PKcnAJ9YIaw6hXIDKWOSJOCVV9j/74MP+LQX9i145QoSV+7Cf/HV0LJ6MlC7dr4BV3b34YfAlCnW0th6PfDtt1Ryund3442WcAOelASs+SUeD+waD4NsBD75hM1x4+OBAQNcfi8oCOjRgy9eZaLkNbIMMf51vDmrJa5Xb4FJkwBd65ZYtQpo3ZrSFcB7LjLS9qsVK7Jc+I3qhefk8Nz//juQnAwMHw5cvMiZYu3afCwiIsC3XIMGjlU9ZRk6YYIpT4YQgCFIsvW6VZ9TSyfq/ZcpDxzgAdnIst99hyan1iB34XLExoJGafRooEIFNsq0zL/LlQPq1eNNevkyf/LyfDAgSaKl8YEXDgAhIfxJT/eBTQoK4vjy8gAhsHcvUFdHDxyA5e6DrVF29kK65RZKKqmp/P9jx7wfy6+/4s+2b2LgTXEIqV8TMBhgMHA3ycn8SPv2lEy++cb6NUkCXnuNhrx3b2qODqhnDiWMnBxg3mwzRvzzEkKrRLJ069GjbMnVurX1ZeqCqlVpZLdvL8Qhms3Ayy/jy6VNcaBcT/z0eRLCu7ZDcooOy5fT11Gwl1AUevQAjhwJXL+JQCAE1cM//wTWrqWU9MADbB07bRrXaZYvt3jHly/TM1Q3JRACMJlgNsrMnDbQ63baslCxG04SiMqkB662SQCAyEjo5s1BsynPIGFPDJKSwBPVpw/QtSv7/VmK5UsS7Xr9+jSSly5xelTk8r3KyS+MEXHiPYaG0oH2iRE38MbJzTDiyBGBSjkqDzwigmPOzbV9Aan1cIVKlahpPPUU59a//ur54Mxm4McfsSJkGAZ2juWUCDz0qCirjALQ0Z86lc+EmgcfpPF+/HFg+nS77SueSwnzwmWZU+/bDk9FFeNlXtC33wa+/56W2Y33raZ1a973hw55sXOTCXj2WfzwdyMsEkMx93/nUOn2dsgRIVi1Cujc2VaudWXAIyOBjh1LfdtHj8nKoq+ybBkQF0fD3b49+13MmMHWf3/8QfsBs5kf7tiRFwjgjMdogslEuUSCBCnIidcNWO9XJ4bdaOT9o0ykixO/N3SwkVEA4OabEfLWK2j28cM4H51ndSg7dQKGDeNrdNu2/BOm01FSqV+f/3/xIg1GkZxoH3rhAI9Rr+eDVWS7pNfjv6N61KsrYLgab/XAw8J4pwQF2YZ72Ovh6t+/8AKwfj0bkT7yiGdz+z//RHb5Gvh7fxX0bGA14ACHojbgLVoA/fqx14Q9t93Gy/jllwySsRleCVzIXL8eKHdyH9rt/RVSRgbw8cfA4cOcyRw+TOvgAZJECensWTp8BZKXBzz5JBbubYSvMp7E8k+OocbtLWAMK4/kZEZQjBlj+xVXBhzgGsTJk5SCyiqyTIdu40b+1KxJySQsjL7KvHk0J3PnWm01jh+nIF6njo3XLUMHvR7Q6SWuNTlDCGvUiROys+nI+aPVoN8NuIOMAgCvvYbI6mGoP+dTREerpN+6dTlXPHOGHmRubv5X9Ho6QnXr8lwWKfRQkngxCmvEnew0IoKb9cXi694DetzS2cy+fTVq8Jc6nXWOZh+vpxhEZyejc2fGmBmNXGX87z/3O58+HRt6foSWLSVUzrQ14LVr09NR8957wM8/OzdWrVoB//zDFo6jR6suZwnTwQ8eBKL3pGLAxpcgdeoINGsGDBzI6UPv3nRtW7f2eHvh4ZxQ7tpVwBpOXh7w2GP4K7oRXrv8ClZ+ehT1ukZBVK+BnBzOYrp1o/Oixp0Bj4jg+tzWrR4Pt1SRns5beP164Px5ynh330319fff6XF360YP3GCwfCktjTalY0cuUhrNMJklLlLqAcmgd2mcAbjUvRVycvzXptbvBjwkhMdvI33odMCsWai25AdUObIF0dEqD618eXqLISHAzJlW0dVCUBB8E3qohBV6+0U3r9mICG6uqEZ83z7gthYJfErDwpBfX0HRwbOyHMftTEpRqFCBPe3+7//Y1PKHH5wf99mzwD//YEXW3RjWO52WQnmBwNEDBxhCN2wYPW1nREXRE09Opi1MSUGJ0sEvXgT+WiPw+Nm3oW/VHNixg82jExLo/gYH0/u2v+4FvITq1uXPP/+4+EBODjB6NHZcbozHz7+LZZ+dRIsOoUCjRsjNpeP/11/Ao486ftWdAQfYgP3cOR5CWUFx2v75hxJRZCQvS5s2NOiLFwOLFtGg//CDndKxfz/QvDlEcAjMZkBIOuh1Ajq9ZU3MnevsJGTQHsUD9wcBaWqsxITbUKsW8OuvqPfGSBhSEm3DrwwGao4dOjAS/+xZh22GhNA41KhRhNBDH0spksQHS5Y9SGpxw969wM1RcTxAZQ5oMtG1y82lUbGf1iizCleGUZKAp59mZ+Kvv+YCnX3M2Q8/wDzqYaxaG4yBN13iW1L1JERFOXrgAKXi2bNpDJ0RGUlb2LAhF9ouxpYMDzw1FViwAHg4ZBEizh+lG/fcc4xS+PVX6kPr13usf9vTuTPvSYfQ/MxMYMQIHMpoghGnPsLsj2NwU6ssoHVrmGUJRiOwZAnftVFRtl9VLrs7jy80lOvXW7YUatgljpQUqlj//stz2aWL9dxs3Mhbev58Xq5vv7WztefOAVlZkBs1gVkyMI5BJwr2ugFryKCzBU0VZdoDB1zIKADQrx+kB4ej6adjkJkuO3h3uOUWTmVXrXLpyoSFOYYeepyQqFxAb424G+9LMeImU+ESIzMymDPSsoJlAVOSAFj2FxzMhz883Pnbyj7RwBnt2/MNERRklVcADnbGDPzb7RVERABNQ23lE8BxEVOhbl1Omj77zPVug4JoE4cNA27tJuHQf4E14nl51Eh7Rp1F3dmf8elPTgaefz5/IRd9+vB33boVah96PV9Y//1HuQ8ANYDhw3Fa3wIDj3+Kb965hruaX+J10euRk0ODtX49G9DbU5D3rdClC58FZ9ertGA00v7+9x8Tc4TgZWrdmhP1xYsZZDVzJhfOJ060c6azsiAOHIS5400QhiDoYfbM61Ywmws03sAN4oErK7UOfPkl9Jcvofn6qYiPV93oCg0bchXn6FEuN7vIV1aHHl654kXoYWGlFDcoRjwvz/s49gMH2Pg8NCnO1v0KCuLbKjubhtyVi+9OD1eIjKRg+OabwD33AN99x/ln69ZYcaQRBg4EpEvODbgzDxxgVv/ixU4nS/lIEiNXPv4YuOdeCev/DowBFwJYuhSoWj4PXee/SJ1ixgxKJ8HBwJo1PEdxcUD//iox1XsqVrRGhpgSU4AhQ3CpUlv0O/o53n4hA0NanWAAd2ho/v26aBHlpurVHbfnqQEPCeF7p7Rq4UlJNM7HjtH7bt0a6NWLa5A6HY12QgKXKR57jPdUvk22JMbJhw7DXLsepGpVoYfZM69bwS5V3h1l3gOXJN5QTj3S0FBg3jyEfvEhmmX/h7NnndimihX5kAlBScVFoKuz0MOrVwsIPSxKbLgbI6nT0Qbk5noXw753L9caER/vGHccHEwdXDlBrt4O7qQUBUlinN+2bRQNX3kFePRRrFgBPDBAUJOqV8/mK648cICRAOPG8UEqiLFjgdlzJIwaIWPWrII/72u2bKFjPfjsBEiVKvFY776b4SMArcKzz3LmV0j5RE2zZkAVJCHrvkFIbHAT+h39HGNGGTGu62HGmFesmB8hmpRESWDUKOfb8tSAA5xgXb3qWtoqieTlAadP80cJAurdmwvi1atzAvPrr/zspElUvN591/JlS3SJMMswJ16HuHwFhvatabMNLsIDneGB7q2mzHvggAsdXKFVK+Dzz1F+3AjUrZyJ6GgnRjc4GBg8mMGdM2cCbloVqUMP9XoPQg8LExvuwc2g0/Fhy8ryvNCRjQG3F0ABzh1zcng+MjJcj83ThcI2bSgXZGXh5PvzkHjFhO6tU3gBqla1+WhUlPsX4quvMqHixImCd9v7fgl/rxN46y0afX+pKceO8Rw/Un8rDCuXMTxmzRqmlgKcQuzcSYN++DBnKEXl2jXc+uVAnKnZHb0PfIq77xR4s89hFlCxXOOcHE6y5s7lO6NyZeeb8saABwXxnVQatHAh6FEfP8736f799B/uuovLZZUr85GYMYP//8EHwOuvA+PHWzZgqSkkQwez0EF3YB/07dtYY3y9GYiTVHl3lHkPHKABz81186COGwe0bo0an/8fKlakDuz0s927A337Uk7Zs8ftPr0KPfTxgqZ6s95UMMw34HFxzjP/IiJ4x5Qvz5mIKyNtn2rvjpkzgVdewfLuE9Ev5w8YvvxUpb9bKVeOP1evOt9MlSoMPf/oo4J3CZ0OHTsI/PMPF6DGjfNxNT8nXL7M0LxR9yai3IevMT7+s8+A99/n4AHORh56iFbvrruskT9F2Wn//sjteTdey/oYkZESPhp1kgkjTZsC4H0hy/zorl0sE+SK9HTHNHp3dOrE26TINVqKkexs5u9dusTn/sIFvjdbteJlKVeOi5dz5lBRffVVvm9feAH5cokQgEkKgoAEw6njkEKCmf3kbXB2ASGD9gjhvzR6IIAGXK+nR+DSC5ck4KefgHXr0GDvHwDcONlNm3LV7OBBTnMLsIwehR4WJjbcw3hmdQVDd0NNTuZN3LYtXHvgERHWhUy9ngfkasye1H5JSWEtmnHjsCK2EwZO6kkxe9YshxBOwL2MAgAvvkjb51EmoiShfj2BnTv54D7wgOtJRVHJyKB3e/99MupMeZVOwKlTfBGOHMkPZWezpMMzzwArV3qcvOOS2FigXz8Y7x+AR86+j8pVJHz9ykUc3ZEK0boNIEk2BmDWLJbldVLw0OY4PPXAAd4iPXuWTC9cCL60oqMplezZQ+/6/vvpeFWtyonmnj28HC1b8tJMmACMe1Lkv/nMkgFm6KGXZOgz07jBLl28Ho8kvJNOADqlim3zBwEz4EABMgrAqzd7NqRnn0GzkAtISXHt7aFKFS5uZmczhs2DLMMCQw+LYUFTQalg6K4M7b59QLt2ltTfuDjnBjw0lOMzGq0rpS5K0gIoWA+fNQu4805cDq6Pw4eBe8fWoR5epw5X33btsvm4u4VMgMsVL79sVSTcYpF5KlVisk9kJCu2XrniwXe9wGSil9+2LdDx4AzO1UePZjjl5MnWB/aPP2glGjakEN2vX+F3GhMDDBgAefgIPHPxLaSlSZj9dRLaRsYgtUF7HD3JhdHcXO7+/Hn6I0OHut+stwYcYIBLdjZ15ZJCZialtqQkOi2HDzM0sG1bHl/lyrw91q/nLdiqFZdsvvsOeHQ073ch6WACQwMNkhkSBD2HZs3cvwWdIQR0KDhk0B5/et9AgA24Q1q9M26/HXj2WRjGjEaLJibExtLYOiUkhHFpjRpRHLt0yeNxuAw99FZK8SKrsKAKhvnySVYWD1pJo7dHCSMMD+fAg4KsRt3Z+Fzp4UKw1sczz2DVKiZBRIRbxMiff6bE0L8/XR5LMlHt2gWHpj33HI/l33/df0597kJDaWTvvJOJKL4qay4EZZPQUOCeqGMMFP7mG4qoY8Yw5Edh+nS6eOvWUXtwFgbiCWfOAP37Qzw2Fq9fG48TJyX8MTMTYeeOQdeuDbrdHY4TJ/iiMho5tt9+YyhcQca5MAZcp2Npgy1bAh9+L8t0nM6c4Yt1927eBgMGsIRPpUrWMNwlSyj9NG3KGIaff5QxYgjvcbMuiGnwkgydMHMj8fE8QUrZRm8wm2GGd8Yb8F8RK4WAGnCDgTeTKkPeOe+/D8gywr76FE2a0HNwK73cfjtw332Mvzp40OPxOA09NBWh2JUHqCsY2u/CZgGzWjXX8zK1jJKbyw0pnzUanWdpOgst3LyZn7/3XqxYwZB7JCbyQlWsyFCIf/7heT1yBLh2rUAPHOB5ff11D7xwu5ooOh1jeV95hdP+HTsK+L4H7NzJ8Q7rmwXd/73I0MnTp/mGePVV6wcPHKC1GDLEc/nE2cv7xAlaoxdewOcZL2DDBmDFYiPKn/+Pnn3lyihXjtd582Zu4uRJ/gwe7H53sszL7q0BB7hWbTb77sVYGNLSuIiclUXPe+dOlhzo0oXOjSKZZGdT787JocPw8GiB2b+ZMOgBGbLOAJPQM3gMFq9bcboOHmTojZdetDchg/bcUB444IGMAtCAzJ0LfPcdKh7dgagoylpuHeMWLTgt/ucf5iB76EWrQw9DQy2hh4l6mHLN3rkrXnxWqWBoX/zKbQihGsWASxJf/0pYoVL+0ZURt39jWDzOjCydVTG4eJHTE+VmbtaMljQ0DLjpJtTOPuNRcshTT9FYuNVeXcxeXniByyH9+1PVKCynTnHoo0cDoRP+x2Pp35+po19+aes6ff898MQTPE9//lk4/fvIEb4F33gD003j2M5rpUDVK0fpWtrVlalenTZnxgyumxZkCDIz+fIvjN4qSYyjDoQXbjJRUYqJ4THu3s2ll6FDabTDw3l6dDr+Xok0KVcOGPOwGYvmmXB/Xx3MkgECEtPgZZM1BFiSeO6rVWM8qzd4GTJozw3lgQPWXJQCadCAtUpHj0ZU2HVERNBxcnvzVa/OqP7r11mSzIvcep2ON1H9+qwJfPGSDsmJZs/eA4V4c9tXMIyP583bsiVcL2AqqGPBFWOuYClJ65A5ZS+lxMWx8uNjj2HdOsrdNWqA81u7BB6EhnIeO3kyomZ8gvgdZwt8QYaG0k5++GEB18yFER80iNF9zz3HxhHekpDAKfjw4UDlf9cwo+XzzykHde7MMEGFlBTm1I8bR4tfs2Z+hIjHHDhA7/3DDzE/+FFMmACsXg3UzT7Fc66SaoTgxKl7d657HD/O90pBFEY+UdO8OY3/0aOF34a3XL/O41NqBK1fT537jjv4u8qVrYE+V64wxrtNGyA3W8ZTY41YsgS4814DzEJn9bplS4akYnSTk+l4dOzo3eAKETJozw3ngQcHu5ZrHRgxgqLo00+jUUMBk8mDpISwMH6vVi2Gx3lU09NKfuhhAz1kM3DhvIzr14tHUVFXMNy7l7KrXg/XIYQKwcH8Yk6OVQdXD1DpZ2dvxNXx7j//TINTpQqWL1c5nM4MuMLQoaj92yeIuwSGCrhcYSZjxvBQ/v7bzYfcxKvfeivt6dSprMPl6dJEVhYncHfeCTQKiQPeeYcLlhcv0lB/+qntF2bNonuqdL711vvevZsC9hdfYE2FkRg/nlGuTcPjKEm1bevQPzEoiN708eP8sycZu0U14IoXvm1b8dcSMxoZUn/pEh2jPXu4UDtsGNfHAT5nymzizBlehrvuFIi7YMLzz8pYutKAHrfrbb1uwDYpRwgGjbdp470lVeqcFKEOrD+TeIASYMABDxczFb79Fjh0CLqZM9C8ObUzjxrn3n0379b58wvlcgQFAVVr6FG7lozsbD77bqseFrJEqlLBcNcui3wCFOyBK1/MzOQN6CzNVWmabDI5NoDIy6MBf/ZZGI1UDAYOBG/ouDjrE+aEqC51EB/WiLnNHTuyr6kLgoNZbvaDD9ycmgJqgzdrRlVs1y7ayIJmb2YzoyKbNAG6dDbT8o8ezRqr48fzR704rCzkPvusdcXTGwO+Ywf1jylTsL3aYDzxBG+5jg2u0yq1b29T6d9k4k9ICF/amZlcatixo+AXVFENOMDzEh7uZcMJL0lM5ItJqUS6ahVntgMG8N9qyQSgjLRkCTB0kBkH95rw8qs6rPrLgFu6SvS6Jdnqddvr22fO8Nlr3Ni7QSonu4hFvP2ZxAOUEAPusriVM8qVoxwyfjyCzp5E8+aM4/ao72Dr1ozx3byZHU29dTskCSGhEqJqmG1CD30Zq6zUTdm/nyGEAFyHEKpRyyiuilspRtw+zHD1asoEXbpgxw5KJ82agXPYcuXcZorUrAmkpEjI/mwKNfQHH6RO4sL6jBrFa7VypZsTUMCLr3p1XsK8PL6X3TUr+Osv/rdPH0Ca+h2v+f/9H907s5mxaGqUDd93H2PZ8vJUb9IC2LSJ04zp03Gwdj+MHAn88gvQ86ZsarKtWjlYXPWU+9dfmc7Qrh1tfEFG1RcGHKBfs2OHD7pb2ZGby3WHhATevvv30zgPHswlqqwsW8lECGrymzbIePQhEzZsAN5814C/1unQuTNg0AtGmAjhPBU+O5vOWefO3hliN911vOWG9MBDQhwdQ7d07kxBddQoRBhy0bAhb5QCo1kAeltjx1JKWbDA+xKBlsW/sFCRH3qoxK463VQhV4gOHrTG6xa4iAnYat+KMXe2b0miEbdkrAGgx/nUU4AQtg6nO/nEQnAw14ri40G3fe9eht3dc4/T+EKDgR74Bx+4uN4ezlwiIliAqn17Fmlyllm4Zw/XSR58ENAf2Euj/c03dAm/+ILFM+wf2unTWWZXp6P33b+/Z5rounXAk08CP/+MUw3uxaBB3Hyfe00sn1evHk+UCiXmOyiIERjZ2TxtShef8+fdh2j6yoA3bEgP2IuALbcIQTXtxAm++4OC6FGXL2+5Fnp+Rh1YZTYDK1cIHD9swhNjZSz4Q4+PPtFj/QYJHTvS62ZreMm1oT140How3gzWTXcdb5Blvu/96YFDlBCSkoTIyPDiC2azEPfdJ8QrrwghhIiNFeK///hrl+TkWP/fZBLir7+EmDZNiKtXC96fLAtx+jT/azYLYTTa/CklRYhz54SIixMiN9fue15y9qwQlSpxiCkpQpgbNhLi4EEhhBB5eUJIEv9rQ16eEPv3W/d38aIQWVnud5SXJ8Thw0JUrChERoaQjSZRv74s/vnH8vc//hBi40aHrxmNQtx+u/UUdOggxNatqg/k5grx2mtC1KghxLp1Dt83m/mdBQvcjMvthbQiy0J8/jl3tXev9fdnzwrx2WeWS5uSIsSttwqxciX/+OSTQrz5puPG4uKEiIgQ4to1/rtTJyHWrCl4ECtXCtG4sRA7doiLF2TRrJkQ06dbBnfokBBHjjh8xWwWIi2N/zWbhXjsMcdTHRsrxOLFQmRnO9/twoVCREcXPDxPuHhRiK++cnJfeUlWlhDHjwtx4oQQ168LsXatED/9JERMjBCZmUJcucL/qsnJEWLOLJOY+XOeyMowi88+E6JOHW5HyDIfBJPJ/bMUH8/roHouPcJkcnqvuXzO3JCRIcSqVd7tvqiUGAOemWl9bjzm8mU+uX/9JYTgzez2hlYbcIUDB4SYPJl3nDvUBlwI3ih2F95sFiI5mcbjyhXLvVQIA75ggRD33GPZpkkWcmioyL2UIIQo4Mb67z/r05GUJERiYsE7e+EFIZ5/XghZFocOyqJmTdl6WF99JcSpUw5fsTfgffsKMX++k22vWiVEtWpCvPOOw4O1YoUQLVu6eN6MRj5YXjBnDl96q1fz0D//XIiTJwXP/zPP8IUihBCbNgnRpo0QqamOG/nwQyEefpj/f+GCEOXLO79n1CxeLESTJkLs3i0SEoRo314Wn35q+dvp00Ls2ePUQGRmWje9caMQjz/u/FbZs4d/d/a3X3+l3fIV8+YJsWtX4b5rNgtx6RL9jKtX+UL4+Wch/vyTRj05WYiEBMf7Ni3FLH6cZhSLFxhFXq4s3n9fiAYN+AzlO0oFvcxNJl742FjvB+3iPiuMAU9MFGLDBu+GUFRKhIQCUDfKy/NSlq5Zk0Gijz0GXL2KJk2oKXqYgEk6dmRs2bp13gXFKskCdokn+aGHStXDJAlmk3cySn78NwBdWgpgNiMrrErBkTqe6OBqMjNZduDppwGjkYpBPzCF2GSiBu5mAVPBZT2Ufv0ofG7dyhAQ1YXp35/x9nPnOvleIZocP/QQS7Y8/DDXH3v0sETqLVrEufxHH/HmeP114JNPHFOrjUYGmz/zDP+9ciV18JAQ1zudNw946y1g0SKkteiCBx4A7rkbeOtNwXN35QoFbbvpuRIMFBLCW2jmTN7CzmTbTp14SaOjHf/mKwlFoVcvLg57JEXajePECY6zWTPG+69ezeSre+7hmock2UaZQAhcu2zCjF9kNGyswwNDDHjvfQnz5vF2aVTf8mypwwNdceyYtUGxp3jYXccb/B1CCJQQDRzgNQoO9v7mQZ8+DBMcMwY6yGjenPqbV12469ShLn7+PDNFPBmEm5Zlrqoeevpy2ruXQRIAgLg4SFFRKFdeV3AFQ7UOrtRIcVd8fP58WojWrQG9HsuXC9b+Bqh/V67skaDnrLlxPnXrcnGvZ0+uXaxZA4Cn76OPWDrWYYiFjODp1YtBJevXc/FSnDnL6oLffssX2pQpjE5wVtN75Uqujnbtyn+vWOG+9vfMmcD//gcsXYrsFh0xbBjXKL+cIEFKtxRQyi9kY8W+Wt3ff/OyuWryoxSfOnzYtpaY0cjbtKjFEdXUqkWpfvduzz5vNtNJOXuWvlSFCnyJJibyRVqnDsdcrhwTedUNFi6cNWHmLAldexhwx106vPoqT/nWLQL1ouySctyRmsoBdOrk3cF62F3HG/ydxAOg5GjgQgiRns7pr9fk5FBUnTxZCEFtce9eJ5p6QdNho5E62vffO8oP9hKKQl5egTJJbq4QcZdkcf485Vh3HzeZhChXTjUbXLeO+q1lVwkJbqZ2qalCHDtm/XdCAueuzpBlITp2pAQgqBiUKyeL7JQcDmLrViFmz3b6VXsJ5aefhBgxwvUx5bN2LSWv118XIi9PyLIQvXoJ8cMPTj6bm+u1/LR2rRA//ijE+fNCdGqTKw7W7iOM03/iH6OjhWjUiGKsM+66iwciBMXb8HDX5+7776n/nDgh8vKEGDJEiGHDLNckJ0eIbdso7zkhO9u6NJGXJ8SDD1ImKYjoaMpOyjlPTubyja+5elWIiRMLXj5JSeHyydmzvFS7d3M8hw5ZpcSEBDuJTJaFMBrF0UNG8flnsjh2jN99+mkh2rUT4mq8iV/w9LrLMvWlguRPe1zo3moKI6EcOWL7+PmDEuOBA9Z4cK+dr5AQTmc/+QQ4cACRkZQxoqO9rCltMHBu37kzW4ydOVPwdzwodhUcbK16mJ5Or8VV6GF0ND2W/KATVQihUsEQcLHLiAjbJB61pGLPnj2cqli8TCoGEkLLB3PjsbEeT0k9qYcCgJLEgQPc9+23Q7p4AR99RCfZIYLHSy/80CFG6o0cyfybnQO+xDVzFdy/+HGkpghKJy+8wBvDnpMnKfUobW/WrGHWkLNohm+/BaZNA1atgtysBZ56itfy99+BIJ2ZESe1ajlN4TabrcWqlN3UqKGabbmhWTN6uPv28d8ZGb71vhWqV+ckxUXLWZhMnKheuGAtALdsGZ3gkSM5C0lMtEomBgPyIz2EyYxd/+rw5zoDRo6S0KQJ1bu9ewQ2/W1irTBvOuXExPCENmvm+QEWMVXeHYHwwEuUAVcSBr1pOZZPy5asZzFqFJCRgWrVWGE2OroQWWY338zc7dWrGd/lDi8aIYeF0SZWqeI69FDRv/PvYbsQQiUHxGkFQ/sknrAw3uDOdJfp0xn2ZhEl88MHlTDDixdpmT04eZ5UJMwnKooax733AjfdhNuur0CrVmwCZIMXOnhsLI3hqFGWkPUtWxC6bgVu3zcZtWrr8Em7RciNT6Q47owffuCcX7GIK1c6yidCMO3+t9+A1ashGjXG+PEMX/3jD4tRPnGC/9OokdPdKDHCkkT5Y84cKnee2quuXXmeFQfAm0YO3nD77Xyf2S+hJCdTbtbpqLrFxtJvql+f4YHBwfxMZKRKMpG5niLLwNoNBuzZp8Ojj1qjeU8el7FhnRlVqjtJynFHbi5flp07e26MfZAq745AaOAlSkIRgirA9euF/LIsCzF0KJf0Lf88cYLKhxCiYAnFnuvXuZS+ZAm/60xCUXbkgZSi/rss81jPn2f0mjK0554T4n//U33nmWeE+OKL/H8qU7u0NEuIof1M8OxZ27DIK1ccIy4SE6nTXLqUf5ihoSr5KieHMocSKmF3XPYSytWr/L7XATcbNghRq5b498GvRFSULNLTVX+zC9V0RUqKEF9+qYrUS0gQonNnRpsIIeSkZHG1SgsxoNoucfiwkw1kZDCM8vhx/jsnh9EnaqlFlnlROnfO17Y+/piqXX7k1LlzQvz7r8twt9xcW0lv0SJrYIw3XLnC727d6jRC02esXGndfm4ub/0jR3jfZWQIsWyZEDNncjxOJROLXCKMjC6ZP59SWWoqT/HQIbLo1dMk0q57F22Uz+7dtnGjnuCBdKJQGAll3boi2K5CUqI8cMDLtHp7lC4+69cDixZBkliDKDPTCw9RjdI8WZI4R05Lc71fL+uGSxIXzuvX5zHHxVHR2LPHLvHPRRKPqwqGDsWs7P8N0Iu877787SqKQX7fxUuXOJcOD6e3kpPj1hOvWpWH7qK3tGvuugs4cAC3JK1Bl6ytmPo/1cqzBz088/LoAd50E0tfQJZZEnbAAFZHAiB9/D9Uf+he9P3kVvTq5STTf8ECRiK1bMl/b95MDUGRWoRg/v+aNZyR1amDadPoPa9aZWkTmpDAc9a+vVMvUmlQrEyvs7O5fjx2rJfnC5RcmjZlbfXikFAUevakLHXuHNPgw8Ioj1y5wsClihUZ+VOpEiUTnU4lmSiZvjodsvIMmDlLgsnEJNXgYGD4UBlp181Y/aeEyIqFWEhMSGAiXn6qsgcUo3SicENHoSgoYUaFklEA3lFz5nC6HBMDvZ7hZEp1v0INaNAgzhmXLKEA6AxPGiE70XUlyRp6aLZIqA0bqt4FbuqghIXxgbEx4vYGOzzc1gDLMiUDJVwOTsp9qDMwg4K4EzcNTHU6TokL9ZKsWRNYuxYfjjqFKZPMSPndkmOvLk7kBCGovVasmG+rmYuemMga3wCt3F9/AR98gHHjaHiGDuXtkb8RpWmDgrr2tyxTO9+6lb+vWRPz5rFG+apVliWC9HRKJ23bunx6lWJVyi2ydCnfF8o7w1vatePShpd12bwiNJQv9PXrKTFXrcr/37KFgV+9evG4rl+nZFKhgqUFmbLoFBSEpOs6/PQTXzqjRgFmk8DgB8yQzQLLV+kREVkI8yPL1Hfsasq4pRhCBu0xGvnMuos6LQ5KnAEHPKwR7o6ePYHnn2fRIpMpv/rp2bPeZ87nc+utjGVevtx1nFURGiHr9Xwgo6JolPIbLhdQiVBxkvNtttLUQRmHTscTqixmrl9Pg3znnQD40b/+cmPAAVsj7uIF5TaUsCD0erSfNg533gF88/xpLjbm5LjVwbds4TrCkCEWW3/kCMsUfvstH+y8PMYUfvBB/tSiTx+G7b1m6V8s9uzlW2fgQG5Ulq3hg2ZL4at9+3jNq1XD6tW058uXW6rL5uUxvq9pU140JygNipUHOyODoemPPVbIcwWelvr1eb8kJBR+O85Q+lKePEkjrTRAnj2bx6EOD8zJ4XpOWKiwHqilfPHFi6wDc9NNjAvIypAxoK8ZoWESFi/TIyy8kEWjTp6k59KggeffKYaQQXsU77uItbC8pkQa8CLJKArvvsuz+cknAOgh1K7N61/ooj3161NSOXSIHpn9hjxthOzCKO3bR/mkRg0+JDmZZuDKFaRGRLldz1Om0pmZcDTYgG1Sj+JxWu60zZu55mbzPDirgRIUxIfARbZVQc2NPeGDadUxNfhlJB5PYDGQM2ecnqtjx7jYO2qUxQnLymL35LfeYnk9gLOMSpUcWrrfdBOTVWbOBP59ZDrkJ8ZZp3379vH/27ThDC46mm5+lSrYto3lwRcsADp0AM+B0jTAxQxJHfOtPNiLFjFkWRlmYTGZ6FPs3FmE2aodWVmcTKSlsdhUgwa0x9OmsQXb/ffz9kpM5K1QpQp7TypyCQxssHD8OBO0+vRhQlXadTP63C9QpboeC//QFd5LzcjgNenc2fPvFKG7jjf4u4iVQok04MHB7vvyeoTBwLny1KnA9u0AOFuvWJGRA4XuQlK5MsW83FznunhBjZDd3EjqDMzgYKCW7ioQEYF0RLoNPQRoxGXZYred6eDZ2Qy72ryZLyELDvJJZiaPyVn/TaU5hMnkcHxF8sAttGgB9Ouvw+SbF7BQdLduFItVXL7MMY8YoXJ6P/yQesSDD/LfFy/SE5840en5btQI+Gd1EtqfWYyx/zxpPVUrVzJ7dNw4HszixUDFijhwgCFyM2bQIAGgJ6DTuW70IER+h3ID+xUjJYXvgzFjCn2K8klPpyZdo4bniTeukGVK+KdO8X3UvDlvgXnzeBvUrk1jnZHBWWH58kCFSBmSySqXQKeD2cw1nFWreL7athG4fs2E+3pLaNhEj7nzpKJ1az9wgOfb0/AbP+jeCv4uI6tQIg24JHHKWWQvvH59ug+jR/POg9XTjIkpwnZDQiimNmnCBcHYWNu/F1JKURtwAEB8PKSoKNSpQw0yOdl1mQClDK3JBGTr7OK/DQb+TJ/OsgEWyyfLTto9xsbSo3Q25VQWa/V6AMLmDesLDxzgeuHPv0i4/OibHNxbbzFYODsbGRk0Kvffz4xBAFxY3LGDmoiyxvDGG9Qo1A2K7ai84jeE9LsXGRXr4I47LFLEsmV0QVNS6CpHRiI6mksgU6YAvXtbvnzxIjMA27Z1/kKWpPyYb7W3uWAB30nOQtG9QcmVCA/n/ZKcTHmwMKSnc5EyJ4cvhCpV+EJYvJgy86hR9PRXr+ZnqlYRCDXYyiVKYctNmzi7eewxoEFdMxKvmnHXvXq066DDjBnWF1mhUOo2e7pwUMwhg/ZoHrgdPpFRAHpld99Nr0oISBIXZVJSCmwg4x5J4ryyd28GAh84YP1bQQuaThYzlemrzexQlcQTEUFVQynhER/vmPGvGPG8oAjkJttFngQFUTdQxULv20dbbNN5qqASsvnTUcmmJK3HyTwF0KgRne8vvwTd3b17gbg4mG7pjvlfXc7vGwGAb7P33mOJ2AoV+LvVq1lD9pVXXO/EspCrf+FZLFxIteaRTkchnz7NGdb8+UB4OC5etLbMHD7c8t2kJL7927d3a5Fycmi8lVshKYlDU01+Ck16urUGSlAQT9P+/a6DpJyhlHg4d47XrkkT3oOLFvF3o0bxEPPy+LfYWMCcZ4Ze2Molykx55UoqXo+PFahe2YQrV4A77jGgew8JP/xQRAnaaGSp2PwWVR7gg+463qB54HYUqriVK775hnrljBkA+Ny1aMGb0pub3inNm3Nl599/GWqmeN5Oil254+BBPig2s0O7EEIl9BCwDT1UZ5vqdEBk9TDkZeYhN1OlQf39N7elqhmhyCc297gHNcDzrZIyHzYaUTtK+MQDB2gwZ8+2tMurWhVi2XKs7PQBQr/8CPdenc0Pmc3ASy+xA4IybUlPZ7s0+wbF9qxfz+tz553Q64Epn2RijnkEYs218c/zc4HQUFy7RuM9dixLpQOgvHTsGCOSlJRYJyiatDpIQmnpVlBfDk+wT+KpUoWyvSddfAA6L8eO8dlq3ZrvrMOHObtp2JA+T8WKPJ3XrwM1qsm4o4cR27YhXy6RLeW5c3P5vsvKAsaOkVE+woy4K3r0ukuP++6jklVkJ/jIEYa1etqg2EfddbxB88DtkCQ+AD7xwpUuPu+8QzcXfL4bN6buV+R9VKvGeWNqKp/UjAzPFjRVxt2mgJWCmxBCddXD2FguLOUHnuglhFcJR3ZipnWB6+ef+aJRue0O+rcQnhlwAFCy7IKCAElCVDUj4uMLu7BgS926tMuffQZAkrBrp8ClTg9g2JrHoPvwfXbRmTiR5/fFF61f/OILoEsXxpe7Q920IT0dGD4cVUUiLj//GfoMDMbcuQxE6d2bagwAviWVGM8qVVxuWmlQrH6Yr17l+3P06MKeEVucVSFs2ZIev7suPkYjvevYWN47DRtyrMuX04EYMgS45RYeQ1ISkJsjULWiCaHBMm6+1YDYeD3i4qx+SUYGJ3UVyguMetCMkGCBC3EG3N5LwrBhLpcgvENpUNyhg2ef92F3HW8IlAde4jIx1WRkeFbS2mO++ILpc6oK+XFxLMBTYPlpV8Ws1JjNzC789ltuWAj39YxV2xo1il+z4bHHhPjmG5tfOcsQMxqZEXf2LLMpzWYhxIULwngxXly/LkTegSNCVK7MIs2WdMvTp4WoUMEu0ywlRYi33y4wWy0/EzPXnP/ZtOsmodfLwmT0vv65My5fFqJKFSHWrzOLzz8xWe+D5GTuPDTUtgPCoUOsy+2iiFQ+rNrF7Vy/zsLrjzwiRFiYEGlpYv16IYKChOjWTXUaZJl145VsTTdkZVluL9W1nTRJiO++8+LgC2DXLud1p7Oy2INDufXUJCbyFF24YL3XT51iXa7Nm60ZlDk5luTdZJNDY42dO1nfzGzmZyZPFmLTBrOQ83iPnzkjRP36zFL1CbIsxN9/C3HmjOef96YYlhu8zcRcs8Z5ifnipsR64AC9GDf5I97z4otctn/rrfxfRUVRXz592gf70eno/d1xB1esDh+2RqUUgBJCaIMnzYxBSUgJPczNpbaZZgqHPieT0SnTvoc8ZixXQi2LmytWAH37wjYqIDaWMounc14lTlsIRFbUIywMSLjkG92rZk16rG+8pcOwwWar06sUEnnkES4kz5hBEXb8eLrLBU2zf/qJgrYsM/67VSuuZdxxB4yhkZg+nZcwLo4x37IM3hyy7HZRFLBtUKxw6RIDf5Q6Wb7AVR2UsDAuOO7aZZ1V5uZy+FeucMZZrx7HuHatbVKOwcDJSEqyjIoRRkp1BgOg0+V3HevUiTO9XbuAmb8J9Oppxh29BCSDHidP6XD77cBzzzGC1yecPs3r7aK2jAPKoqWfg7GVcFFNA7dDr6eB8bpGuCt0Os75FizIr0sN8P4wmSyaqy9o04ZP7LZtbJ6sPAH2WBYzU1K4LuYwSywgicee4GBrIbw0cwQun8lEbmI6gv+Yg4yHnoI5KJQHamne4NBs3VP5RI2qJnrt2hLiEoK8bHDqnKwsKlNnzwJ5Rin/RYG33qLB/fFH6hKffcbELZOp4OyYvDxKSSNG8OC7dAG++gpYvRpyvwEYN45a5rJlXNLYsgV49oE45F66xoiTAl5szpI5fv+dckx+mQIf4K6RQ+3almqMO619KSMiKLGUK8dLPNuyjPDIIzToZjOQlCiQl2VC1coyQiIM+QuAitatpBdUqwZM/VbG4AfM6NSZUUlHj0m44w6+P8eP99FBZmdTqL/pJs8Msh9DBu3Jy7P2NvU3JdqAA152rPcEpYuP0tgYPPnNm1P3u3bNh/uxdArCwoVOipZY2b+fi0kOiyAeeuD2hIUBdZqEolJ5M/J+momcjrdCbtQEGZkS5NBwXLuYjX37VGFxCoUx4KrGFlFRQPwVy51chEB+s5nREG3bAi+/DHz8icWAL1jARI4PPuAHb7qJL+KjRynuHjvmfsNLl/IN9957nCV9+SWQkwOxfgNePfAQzp61VhasWRPYsuw6yiecwYD32iM5w33atrpBsUJMDMuy2uUSFZmCOvG0aEHnde9e3tdKUcmtW4E//2S1wd69OVPIzQUSr5oRrDOhSjUd9CEs5yqENdxfCbbZvh2IjzWjTWsBfTA75Rw8yBnLRx8xgdZnKA2KXWS42uCHVHl3BKSRg4VSYcB9spCp5v776SGPGZP/5g4K4s1+4QKnkj4hIoL7qVaNrpizMA1Jwt49wlE+yc5mCICzhBpPkCSEVQlHpUU/QDz9LFJS+IJKyg7HyuVm3HabXVcxbxYwnewLAKJqCYYSKiVpLaVEveWvv/jVvn0ZaLJlq4Tjy6O5SKl011GYMIGW4403qAX8+KNrLWzKFIZg9OvHbjqSBKxfj08qTcLW/eWwbJnKMGZno1zMUXy2vBXqtSqHHj14bzhD6UZu/wKeOZMLg/bd24qKOoxQjRC8xc6coVHNzORtlJDAtfXkZK5jK7lHaSkyUhJNqFgRiKxkyPdezWZr9rmiAK5eJXD4gAlPPCmh7wA9tmyVsHs3qwJPmMAoXZ8RH8+btU0bzz7vh1R5dwSkjKyFEm/AlSJAvkoXzufzz+luf/VV/q8iIvjSP3XKh/vT6Vj577bbGAlz9KjDR/Y6078vX6Zm7WnBHmccOwYpNRXhw/qifn1GrlzLDMfCZcHo18dOp05KokEr7Fxfp2MoYZzFeCphREJ41VVj716e/xEj+ExWrAi88oIROU+/TEOtfqg3bmTq31tvsTzApk28nqNGOcaHrlvHqc5TTzEayfLS+e6LDMzLHYJVq1TBJWYz1y/q1oWhVjX89JM1oUUd7q+Qk8NDVc/eT5+RcPCgwLBhHh+6RyjZtvYGPDOTCTlKrkvTppTkfv2VE8COHZmQFBHBolKJV0ww5sqoWkOPkHC9jdctSda+Cnl5wMJ5TMoZ+6Qelaro0L49b+PevYHvvvNNbHs+JhNPcqdOnmX++ClV3h2BCiEESoEBB4pBRgGsXXw++4wPtoUqVRhyWqhGEO5o3575xevX09AUIYTQY+bPZ1aMXp9f9bBufR127A9DqwZZuHZNJVUr3ncRHoSo2pJjKKElzBB5eQWuEp8/zyWD0aNtnewXsr/E+Yxq+LeVqv5qdja97k8/ta7odehgzU666SartT1zhhb4ttto7C3HOOd3GV/t6YGVs1KsSw1C0DpFROSn7UoSF+Y+/5w5YWvXWoehblCs5rffgBEP+r7ka1YWT6nyXpdlXrozZ7iQ3awZx5KSQhUiI4OSilJ5NSfTjMQrJoSESqhSwwC9gefCbLaqEMqLKCNdYNavJhgMwMOPGfILUG3ZQhVy5Ehr9QKfcfw439qerP0EUPdWE7AQQpQiA+5zGQXgnT1hQn4XH4W6dfkQeNJRzSuU5skxMRR5c3Jw9Spw7ZqE1q3sjJuXC5gOJCTQ0vTpY/PrTZuANq0EbmqZiYwMygLJyYB8oZDyiYradSTExTmp422JZoDR6NKIJyfTUxw0iC9Q9YBD/l6N5Dcn4MOPVC+XKVPoZvbrZ7uhyEiu0r3+Oq3tu+/yM1lZNm1/Vq0C3nzNiBV1nkfT3o2t3z93ji+bVq0cxvjooxzjqFH0bF1FHxw/zlIpgwa5O1uFQ61/p6VR9leGW7Uqf69OynnrLUouMecF0pJNSE0RqFjVkF+HW1G57HsIJybImPGzGfUa6jH0QX2+M7xunbUkb7t2PE6f4U2DYj+nyrtD88ALICSk0HJqwTz+OL1jdUIIGHKVk+O69kihqVCBFiA8HJg5E/s2pqJjRycr2EX1wH/9lamE1ao5JO8MHASUN2ShWlWBSpX45+T/YpFesW6RQimjooD4yy7qeCuFsJyk1+bmUqPt3p3v1HwSEmiIJ03Cw69Uw6mTMrZsAadHM2ZwEdJFLRI88QQjTiZO5BPWrVu++LtlC5WURXf/jHYPtrRu48oVa6MAF4bhnnsYFvj++3w35JeGUTFjBpsdFMdDnZHBF0ZMDH/q1OG9GhREGWXZMnreQ4cyKSc0RODWLmZsWm9GaroO1WoZEBIq5QdGCWHrdUMIXDxvxszfBLp0M+C+3lL+6Vm5kl73woV8J/bqxXPpkzBfITgTbtXKbZZrPgEKGXSG5oF7QLHIKABvgB9/pGu6YEH+r5VGEFev0jv0KcHBXEi96SbsnXUcNze57lgfpSgeuNlsbdqgKiVrNrMexwOD9EBwMCJ02TAYWFmuQkYc0irULbDqoTvyKxIqoYX2T7YSF6pUvwc/9scfXKvNr/Sn/OGVVxirffvtCA2T8NabAh9+ICDGj+cLN7+ilRMOHKD7+cMPdEGPHgX27MH+/TSuv80Q6LbvW2vvy7Q0vhjatSuwKn/79gzTW7qUcc9qif/QIeTXUCkO4uKs92OrVta+y6dOceJRuTKPr3p1ALKMnAwTdDqgZVsDjp/U5Tc6MpsdvW7IMo4fMWPefAl9+uvRtat1v4sXM6hq2TK+xAA+H0FBzHQvMufP80S6qu6opoRIJwqaB+4BxSajANYuPs8/b9NxJySEmuK5c45dyYqEcuN17Ii9xva4Wd7NGC21wSuKB75mDaWEnj1tSsv+8w8jIlq1AhARASkrE+XKAebLCUBoKGq3LJ9f9TA21vsXZs2a1kL/6vhwG3Q6a71gsxkbNlDdcKjJ8ssvFHJffz3/e48+ItAxegFSzl1nKrwrdu+mOPvFFzQIERHA55/j5D0vYPA9aZjylcB99U5wyn7rrZwCHD5Mi+RhyEjVqgzzj4mhN5qezsv366+M9CjK2rMzjEaqCzEx9LiVWt1KQ45t2xi1c/vtgEEvIIwmpF6XkZZlQKWqNMZC8AXjzOuG2Yx//xFY/Zceo0brbBSkuXN5ulet4vYVJIle+LZtRVwvUs6/Jw2KAxwy6AzNA/eA0FAbx8339OjBKAdLFx+FyEg6etHRXgVTFIxeD2GWsfdoGG7+v+50oZYsscodqkqEXvP996w6KEk2Bnz5cpWhDA8HsrL4keRYGGvWRU6OtephhQqcfTireuiKkBAatvh4cCeu+lpawgwPHZBx+JAZI0faSUhHjrAMsNJdx/Kd4PQkfKj7CK+JiRBBLizkjh10QadMAQYP5rl46ilcuGss+lfchnfDp2D4/EEUiRX9/PBhawaUB+Tm8hCqVeMyQ9WqXB9ds4bBPPff79n58pTERGrdyvmtUYO/v3iRXrck8aVRtw4NsSnHhKTrOpglA6pWk/KDgbp25X2sBBwBAGQZwmTGur8l7N6nx9jHJZuJzYwZjMVfu5YqlD1NmvCecVeDpUAOHUJ+zeSCCHDIoD1Kv1PNAy8An9UId8c779AD+N//bH5dvTqjU2JifBiZIkm4GKdHbi7QtFMk0+KCgxk8fP26y2bGBXL2LOf3SuWkCNYGF7Kg/j3Q8jkl7i0nB7q4WIQ2rYvcXKtxctZw2ZMXWO3aqnB3Vaq9PbGXJKz524CRw2VEhqo2nJnJF+nbbzumUH/6KSKH3Id/0RUrVzrZ+aZNXGmcPp3GOSEBWLECCQPHoX9/4MnnQvDkqfG8oBMn0uM+cYLnwsN0bSXmW/G4QkJoRO+7j6GPt99exLrXKnJz+V5PSOBEok4dzlZCQqg9r1mjSsoJ4iJRdjaQlBaE0HAdKlfmtVS07ooV7br4mM0wGQUWL9PjQqwOjz9ua0O//56XYf16J1FSKnr14nuzUGtUCQlce/CkQXEJCBm0R+l3GrB3iv/LrxSezMwiFrfKySn4MzExrKK0ZYvNr2WzLM6sPS3OnPZNsSYhWHjojl5m2+JRu3axSlBYGCsG2VFgkZ3x44V4+mnb3x06JI7tzxZVq9oV7UpM5M/XXwsRHS1MJtZ3ys21/brJxI+dPStEQgJP4+23Wwsgqbn/fiEWLlT9QpYdKoWlpAjx5ZdCHDmiOqjcXH721VeFePZZx4JEu3YJ0by5ENeuiYULhWjf3m6za9cK0aiREJs2WX/32WciZeCj4pZbhHjzTdUm4+JYDKt8eSGee87zikWC96Cz22j7diFuuYU1w/JvnUIWVZJl1uQ6eFCI+HjbzUyZwp+lS1nsTSngJOcZRcp1WVy9ar1+ZrPz2k67dspi60ajyMowi19/FWLuXMdr/tVXQtSqJcSxY56NefZsIfbs8fJAzWZWgYqJ8eyzBVac8x2eFrNKShJi/Xr/jMkZpcYDB4qhuJUz6ten6/Hwwzarl5LEP2Vk+K4bODvwSLa60K23Ms07N9f7Nis5OZzzqrusA0BEBFYsNaNfPztPISKCi3fx8UCdOtDrGaKWlWXrbSv9D+vV47m/cMHaw9Yeh9ZqqlR7gNudN49yZ35OjpKttXQphXqlu46C0qD4/feBihUxdCj/vHix5e+rVnE18fffrS3qzWZkfT8LQy5OQYcODPfP3+SqVfzc999z7WHgQOoUBaDEfNvr27LM0/7554z/HjhQtR7u5c2alcXQvJQUThBq1bIqUbt3s5BUly6WpJxQliswyTokphhgliVUrcrTqU6Dt3FYzWbc3MmMS5f1+GKCDtWqceagPqYvvqACtWWL02hKp9x+O71wr2RGpUFxQS2KSlDIoD2BTKMHSpGEAlhrTRSrjAIw+eW++4Ann7R5AA0GPlRxcXzAisq+fcDNXZzUDVeqUh09yrg/T5+KP/5gGp79dDQiAsv/NFjlE4WQEE5fIyPzQ7cMBqtsbj8lNhioPtSpw+fpwgWuA6ptlNPWahYLIswyli7lVP7OO+0+c/ky8PHHwKRJjmmG06dzbj9iBCAEdDrW3vjoI8C8aAmjVebNYxyihbyVa/FQylRUa1YRU6faGbElS3iO7r+fVrFBA6YqWnqnOsNZg2KFLVt4CXv1YlDL2rUsATBxkuSx/ZZl3lenTvFl2by51TBcv87QvTNn+NK75WY5/57INgUh6boO4eGMQFHCAx3CG5U0SwAJyQacOStBp6N2r9hFIXhOf/qJdVOaNfNs7ADXTWrW5D3tEd40KFYOqARJJwqBTKMHULokFCGESE9nKedC4YmEopCRIUSLFkL88AP/raoHnpIixN69rL9cWMxmzuDzZ495eda57rp1QnTtynntH38I8csv1B1EAVO7rl05H7Yj7mSaCA8zi8xMJ99Zvdp6jCpycymnOJu1KvXA09OFiI3lMaSn828//ijEyJHOj3nzBpOY+p3sMF0XRqMQgwZRyjGbeZ0UWSkmhtJIdLR1YLIsZFmI95vMESk1mrJWtwqTSYhHa/8t+rQ6ry79ThIThQgJEeLwYdvfL1xI/eOTT5zWQ8/Odn69TSYhHn5YiB07bH9/+jTLkz/3rFzgzD89XYijR1mf2/7cHDokxLRpQuzeLURSoiymfWOkZGLmfXj1qrVst8vS8yot5dQplsU/dIjlzVev5jHIMmWmpk1ZM7wwxMez9rlHj9mWLTzogjCZ/CqdKHgqoRw54rnMVByUKg8csIYTFquMAtANnTePscTHj9v8qUIFeqHR0YVPLjp9mg5w/oq/uhHy5ct0ZYODWQ2pWTMubrqqpgQwe+PsWX7ejlUbw3H3zWkID3Ny0hITnXaYCQ6mB5iR4XrhNjQUNg2XY2O5KWc1u44fB3bv1eGhkbJjiN033/D4n3/eOs1Simu/8QaTchR30BIvL82aiddzPsaIoKXIa90xf1NCAK8+kYpzV8Kx8O9Ktt6RLDM8sW1b/qgZPpx1VZYvp2euapiqNCh25mn9/TdvFfsIjSZNKHfs389Lou4xrd7uxYu8bDVrcqFSOTcZGYy5/u8/JuV06WxGVpoJEZE6mGBAYhJLvVapYl0rtgkNVE6GsoJpMODAQQlLl3KC2b49k6ZCQxky/8ornOxt2eI+vN4dtWrxu7t3F/DBixc5xbPJ2nKCcuOVoKgTewLtgZc6A65kZfu8uJUzOnZk6dGRIx10m5o1Galx6lThXiZKB/r8WaG6EXJcnLUKoSQxnvv++zn1V9VtseH772nonCShLF+lxwN3ZTi3IgkJjIdzEp8ZEsKf9HT30Tfq0MOQEL5n1KGHV67QLo4YKaFiJbvQwn//ZaCxYsSVcxEUxC+dOcM4NgWdjsk5EyYg/O/lyGnSBr/9Zv3z//4HbP8rHctHL0G52hVsBxodTW3AVQGPxo0p5LZowXTuTZsAWBsU28/gjUZg1ixWR3A2u69WjfW2AFYHVJcqTk3lS81ksnaDV1An5YwaIaN6JcolGblBCArRISmJileFCrz3HBJyAJtsHaHTY/NmGucxY6wBN5LE0MJ332WK/JYtRS+/c/vtfA+6zCEwGhk22Lmze8NcgnVvNYHWwEudhCIEWxdZFAXv8EZCUTCbGVrxwgsOLdVkmdOnc+e83+yLLwrx/vt2v5RlztmefVaIzz93DB+4dk3kffeDkCRZ5GWrppXXrwsRGel0NT8tjQEtCXvOM4RETW6uEK+/zu+56QeVlcU/K8PJb6nmJArl8mUhwsPZBevKFcpdkyYJsX+/6kPKnD05mbLPmjWOG0pNFaJNG8pJ6nnslClCtG6d32Zr61Yh6tXjGL/5RoiWLcwirlJragRqLl4UYts2ISpW5HUsiKVLhahSReS++z+Rkep8Cr98Oa+j22ATmRLKc89RUjlxgvfLf//xsqnJzuap+PlnIS5esLQHs0gfsswAmwULeNkUZcFh30rUj+WPJpMQy5ZRhrG/xCYTu/a1ayfEjBlFkwTVLF1q2+3Ohn37hPjnn4I3YjIV2NqvOPFUQvn77yJIuj6gZL/eXFBsafXO0OkYWrBoUb5HpiBJnNmnpNjMuD1C8cAdNqjTuc7CrFrVWrtzzhxrzvvvv9P1cbKav3YtnZ1q9cIc00nj4ugmVq7s3Du3EBbGmY+bnhT5VK/O2ZFSlfaHHxiZ0r696kPKou0bb3DczjJfPv+cETn33st/5+Wx8NisWdQWGrMA1W230YN94gng66+BVY+vQFTLCrY7TEpihm1qKjWfJk3cHwQADBoEsXcfctduRujA3g6hR7m5vASuvG81ej3Lro4eTanl8GE28FD3KlCScnQ64OFRZtStZeI/DAYYTRISE3n+a9WyhkK787qh1yM3T8K8eTzssWNtk0xNJqYenDjBSUnbtpR8fCFN3n47J4oO2ctJSdTZCmpQXMJS5d0RaA+85J8hJyg6oU8zI91RowY16LfecniQlciU2FjHEtSuMBopWTsYcIBPpSKh2NdHAayCW/36jF27dMmaeemE/NZpqpoo+Vy8SO0jPJx3ohudJDycz1NBJQV0Og49Pp4GoWZNRmfkVz2UweNasIA1Ct5/33Ejhw5RLvr4Y/7bYKBBX7iQFZXq17c5L3feyc3Nnw80XjrR9lxkZTGNsXVrZqQ49JFzTU7NBgjauBb6zh0oqaxfn/+3lSsZvGLzYnJBXp51eWLyZNYU+fNP/s1kYnGsNWuAXrfJuO9OI1UwS2hlVhbPW3g4bXO5ck60bsChMlVaGv2OiAi+ONQ6bV4eVcFLl6jhV6xItTAnxzfVBStXZjDUzp2qXyrFqtq2dS8al8BUeVconQMLKJ1TvATO+S8a169THvCKwkgoCrIsxNixQtx9t9OpXXIyI1Mcoh6ccOiQEHXruvlAnTqcYyv7VWEztTt2TIhnnhGidm2nY8rLo2Jw6pTglHTfPtvPzZljDZ+Ii7NkhrgnPZ3ylSsJRQgmtHz9NX+U85GbyyiFc+eESNsXLeR27biEbz9uo1GIu+4S4tdfrcf/zjuUWi5d4oZU3dI3bWLCyW23CTHjhQNCVKtmvc5GIxOALlzgdurV8zjbxGjk/ZV/+leu5LbffVdkpRnFoEEeNakXCVdlcfAgh64c6pYtzBX7/HMhZs4UYtlSWWSkGG2ybmSZ97iSOGU08nKdPWu3A6UTu+o8Xr3KRJwNGxwlluxsIfr3521sf7lTUxmMk5Tk0Slyy/XrTNbKl22io50PyB4fdZUvKp5IKGlpQvz5p//G5IxS6YEDfpZRFF59ldPASZMc/lSpElWP6OiC67U4lU8UzGZ6+XXrWjfkal7bqhVd/5tuondo50Fv28YxNW0KejShobZSibqFmqpmijsiIrgbd4uaFSpwLVDt+Smh7bUq5yLo1ReRNPolZDRo45hq/9tvdC8ffZQ7GT+ec/yVK6nF6PX5RXH27uU+Zs1i2RTDz98jZ9RYukRCsKZKhQoMjTh0iOfTk7hjOIn57t+fHuTmzVhy8xdoWTsNLVu6/350NIN8mjXj0BWvuWdPSioTJgDbt5gxoA+jS5SsG6ORC55K+rvBwB+HTjzq3meWjcfE8BT27MmFU7XEkpXFJCOzmafTvtlE+fKcaGzfXvTSzRUrMtR+xw5YZ0GdO7vXm0pgqrw7AlnESqHUGvCQEJ80P/eO4GCGFn7xBa2wHVFRfChOn3avJbo14Neu0XJUrFhw4ZX4eIYOfPstLcW8eTZG2KHzvFpGUXpuKlq7pbhVQSKoJNGICOH8BXrtGqWk+vWdRici9KvPENqwFsKeeYyhh3E6ZGVYjvPyZVo15QX5f/9Ho7l8ObV6gMYqOBgnDhsxZIjAN9+wvGn7BqkYYlqAH/EUP3f6NM+fEqq2ciWzbDzQVZ01KAYA1K2L9JWb8Yc8GI/Nu4e6hx1C8DBOnuS7o0UL2IRvKkk5OsjYudWEgwfZ7SbXyHFlZlIyCQtjfpVSRh2gBh4RAWtSjrr3Gfi+WriQRtq+dklGBsvDhIUx4dWV4WnShM6Ik9vba7p3Zy5a2taDDH1x16C4FOneCoEsI6tQes6WHZIUIC+8eXMamFGjnHY/btSIz1ZsrOtNuDXgShVCZZXK3Rvql1+YU12vHkXNGjXofl25AiGs1QfzUXvZsbF0iZXKS0pFHg/SXJWh5eXZfjw7mxGBHTq42MzGjax9OmkSIsqx6l2FihISrkmIvyTD/Na7zLZs1Yo6dnQ0D8LuTRATq0f/4WF4/20zhg60uIq//w65+234ZG5DJB+N55ukbVurQVi+3Fr72w2uGhQr/LE8CJ0eaoUmcz+imP3GG/mLMVlZXBRMS6PhrlkTkHRWb/K//4D58wQa1zdh+FAZLdvosWW7HolJEu67j95zZiYNf0SEbRp8Tg7HFh4qO3jdQtDTXbeOM5LmzW3HnJrKglfVq3MtviDNtmtXhn66SzvwhMhIoGu9eJzYdZ1rEK4oJSGD9mgeeBEp1hrh7njsMU4HX3jB4U86HafMiYnOy2vk5NArcTmTV1chVOc423vGRiMbUSh1T3Q6uqKW5smHlpyFyWT3orA34PYt1CyVCz0lMhL5FQzNZnp/DRvSADgk81y9ytrekyfbGOTy5YH6DXWI3LMBpt37cHXUy5Aff5IvssWLac3sNtN/gISnx8l4YpylxorRCEyfjnLjn8Gwe1Kw+PPTnL8rq90xMVwwVeqkuCE727FBsUJKCgNgxowBLeKBA8Du3ZBvvwOXdsfh1ClOFJo3t30BZGTQ6z180Ixhg0zo0lUHKYjWOTKS26xVi5vMyKCBtd9/RrpAuTAzJNgWOJFlTgQOHmSkiX0By+vXGcjTuDGjZhxmFU4IDqb3vHt34Zt7AABMJnQxHMAB0RFJqW5KNJag7jreoHngRSQ01GmHruJHkhgft3UrZQs7goP5EMfEOD4Ahw4xesHlbNI+hFDxwu0MuLR6FV0qddsUgIZrxAis+DURAzpfgk5SfS88nCfMbHZtwL3oXKHTUU7JzmZ9KLOZ03SbkrIAL9CrrzIMo2dPh+1IOdmI/PQtBH38Piq+9wKyL6fg2rRFMIdH2nwuJYVOdP/+wKuvWI4rOJgyUk4O0KsX3n3gCL76qyUuZ6i+u3IlQxULcD2Vlp2uPrZgAcMA86M1a9dG+rINON5uBHLuH4RWZ1flKz0K0dHA7FkyqlY0YeRIoFotg411zsykh/zjj8wv6tmTYYY2yDIyUs0oFynZRGcYjXxpXrnCzoBK6KbCtWvUwdu3Z8CSN2Vuq1fnLGLnziKEFh47htBaldDirtrYutXFZ0qhdKKgeeBFRGnuEhAvvGJFujQvvEDvzo6ICHqj0dG2WaNu5RPAsZWaupqf6knS/aRq2mBPVBRWxN+EB5qdpNVRdCZJ4h2XmencgCuLf16kuer1lA2OHaN91uudVCT86SdaqfHjnW9k8mSgSRPoFsxHiM6IkKXzIcLCbUIPMzO5/c6d2Yhe0qlCLH/+mRbs4EFE3VwbdzxYHV9+qdq+on+7wVWDYoWkJLajU8LwzWZKDOcuGhD12fNosugzBD8/ji+qvDzk5ABr/hTYscWE/n1l3HaHHoYQvY3nnJxMFa5yZc5mPvqImaR33mmJWFSlwmdk61GuvK3hnzWLt8Yjjzi2kbxyhdvp3p2+RmGi8pRqAw4vFE9ISeFz0bEjbr2V/5uQYPeZUhQy6AzNA/cBAZNRAD4dL73EDjBOgtKrVKEnEx1tdTT27SvAgDtL4lFucIvBaiaiIe3fRx3eCTExwNnzetz58R2UIGbOtOZxR0Tw6c7KsrZ2UeOlF37+PB1gxbCZTBz+5cuWY/7vP8apf/ut8/n7yZN0D1NSeDF//x2G8OD8qoe5uVyPHD6cmvJ331lsoFJjNT6eQdU9enA6UKcO3n5LYPZshrkjOZklavv0cXscOTm2C4b2zJ1LgxgVxaEeO8bdt25t8Xzvvps6xn//4UKXYZgz+SoMMGH0wxLqNLCt6ZqXR2MmBCUXdZr+449zXyOGy/j9N2tSTkamlB+BkpTE1m21a7Ouif1pjYtj7H3v3jzthXVuJYmnVWkq4TF2DYpDQzlR3LLF7nMlrLuOt2geuA8IC/NTcStXvPMOpwEffeT0z3Xr8gFVSnt77YErqErOPo0fID/0sGMcmIWVKy1dWsL1NFy33MI0v+hofufcOdu4NjVKNIoHKBEVgwbR2EZEWCMlQkOBazGZfMG9+y6nI/bIMiNNwsK4gd9+4xctmn9wMF+AH39MQ/7BB6qhKUlOv/xC4xkeTpdRr0fdmkY88rDAZ5+BAnH37m4jIMwsq+3Sm7p6lQkvDz7IUxcbSxmlYUNbWcJUtSY2v7EWa2s/jl4T++LenJW8BirS07k2Uq4cDb8z+9X7HjPW/y3w5jt6fPKZDkLwvJYrx+SbGTN4D/Xu7XgJL1xgJuSwYQzoKaqsHBHB+uM7dngxMTt/nidV1aC4SxeOPV9aK2Uhg/aoywsHklJvwPV6a3PXgA1g9myKmJs3O/1I48acbkVHszZTx45OP0ZcpdErN3taGh7BLMjjnnH8jAWH8MFOnVjSbu1aeonnzzvKJwphYZxNFBAILMuU/7t1s0bqBQVZFZqoKADvv0ejOnSo84388gtXynr04PlTXEmLZCQE61hdusQgktq1+dKIjQWysiUage+/Z+329u2tRbANBrzxch4WLxbImFewfKJMhV3ZktmzqU0nJnKIrVo5rK3i6hWBub+bkZ4OjF7QD02WTwJefJE/OTmQZX4/M5MVEcqVc7I/VXhgp5v12PUPU+HHjaMClZBA1e7++1llwP77Z87QeI8Zw5eer2xj/fq8nv/+68GHc3KcNigODua9smULSrXuraC8zHzdvNprAptH5BtSUx0LAzmlqJmYdsWsbFi8mBmULnq+5eSw7HarVgXsp0oV19WxZFkYp/8oNuIOlxliSUnsFua0wE5qKmuLDx7sWMBazZUrbquF5eayVPr8+c5PR3a2EG+2WCYSW3Z3XSTr1ClW2XrwQef1nmVZvP+eLDp3dswMTE0V4vx5IZKmzBLmho2dj1WWxXuvZIisoEi3Ba5zctwnoJ45I0SvXkLs3Gmtea7GbBZi1w6z+P7bPHHkkN1xXL0qxH33iZx2N4v4nedEUpKbJEMX1amSk5ll2qSJEK+84rr72IkTTMidMMH1sRQFo1GIFSssWb3u+PdfZvw6IS9PiClfyeLC2ZKRbemOgjIxU1LYxS/QlN5XoApFRgkoQ4ZQrnjiCad6TkgIZegmTdxIzLm5FDjd1PTU//wjfsDTLv+uKAaVKjn5Y/nyXPHKzmZhLlXLOBsKCCfctInOb36HeztCEy7iqSsfYt3930BElnf8wLVrdBVbtaIb70RH+PobCYuXAKtWyA7RFeXLA/Vr5qL8rG9xfejjuJJdwXEJQpLw2k1bEC2a4USq8/Np36BYjRCUTqZMocfbtatjo6DryQIL55oQe0HGiNEGtGlvdxzVqyNtwRok3j8aFft2R+X1C9163c66zlSsyOjLnBxOoJxFyBw9ygjJN95wvU5cVAwGTpQOHuRswClXr/LHvta6haAgoHtXM7ZsL5nddbyhJCxgAmVAQgGsM2+/1Ah3x1dfUSf54Qenfz58mA9BdLSLQlyXL3Pl01Uc2969wOV4LMdAl7GTDvKJPenp1Cbbt2cYg7O+m+Hh1swRO/77jz/Vq7uIKTaZgBdfxKFOj+NoSGfHCoaXL3OFLS+PwrKTafTMmVysXLVKQq2aTmLgZRnS6lUwnIlGpTeeRlAQZZVr12zznspvXYWUHv3x0cc6pyc8J8d5zLcidx05QrXp6adtPyNkgUP7zVg414QmzXQYNtLAOucqzGZKHtm5OtT89EWErVxI6/rMM9aoIKV6oNPqVDyVS5bw2MaNYzz3rbfaFpw6cIChgh995DQtwadUrkzbvGOHk/wys5kLlx06uNYVzGZ06iwhNU1yFrhVqigJC5hAGTHgQICjURQiIlgS7+236RbZsXcvIxmqVOHKvoN9dLWAqfD995AfHweTFOQ0Q1Px0txKvsoKXMuWzLletYpRGmp0Ose6KaAW/eefTJZ0GVM8ZQoQHIwLfZ9FQgI3lR8LHxsL9O3LX0yb5hi4DGrd773HF1GjRrBpiJzP8eP8wKOPQhcZ4dBwOTkZkE0ysHIlOv1vILZs0+HQIVgDvWFtUKx+VwrBJYjoaM5gtm9n9Iu6DGtGmozli004cgQYMiIIN9+ic3Ams7MZ6BMSwhedXg++uQ8c4Ens2pXH4LTrsHUbc+bwmg4fzjDDKVPYOadnTxrR3bsp/0+YQAPvD1q0oOE6eNDuDydP8v531c7Hcg31wXr07OkkIqWUUVI88DKhgQtBLfPKFQ8+VFgK0sDVfP21EG3b2lTIv3aNrRgtLR3FiRP5PQmsLFokRO/ezreZmChEuXIi71wstbkso4N2/OefQnToUMDYVq1ihf+DB/nv69eF+OknVuFXC34pKTYnNDWV+urhw24aOuzcKUTHjkLExYmFC9kHQwhqxxlHzwvRvr0Q/foJMXCg0/O4caMQUVFO6v2bzdZqe+fPC7F5M8ssHjtm20tUWKsexi35R5jrNRCyWRZffCHEAw8IDjg3V8hmWaSl2Y4/I4MtGqOjeZucOiXEgAEqfVyWxcmjRvH9d0axdYvstBKj0qMiPt5JVUp1N4wvvuD4Z8923IjgJZk6lQ0jTCZehp9/tv596VIhypXjz/z5TjdRrGRns1XrpUuWX6SlcVDOFgmEsFZMtJwDs5kNJgrU0wNIQRr4gQMlY/xlxgMPDuZLvqhV1HzCiy/SE3n99fxf7dtH1SI4mA5XkyZUM2zKi7vzwGfOZKp8nTr8t17vkNyzYgUcO8/bExvLsBghqLlXrMggbiEoqSgCZ0QE3QwhYDRSqu7Y0aW8yfCQV15hlk1UlE0yT8TlMwgd3h95fQfS83QS37ZnD/DwwxyCfXJpftPHhASO/+RJnsxWrazx4BaUqofV/12JrHsH4mKshEce4ezn330M9M7NMMKgk2Ew8KuxsYzgqFGDZRBCQhjROGIET0NOphl/rTJhxy4d+g004LbbJYcZiFJB0GSi1+3gnSlJOZLE++KvvzjVeOIJm5nOlSuM8W7dmjMpvZ73iVp/r1CBp0SncyhP7xdCQxlR8s8/FjXowAGeOPtFAgW7VHmdjhUftmwJYPhvESkpHniZMeBKcauAyygABzNjBgXMlSsBOMZ/GwycjsbFMTEEgOsQQlmmrq5uVKBkaFqkFJmKgXv9WwhO4evWtV2oDA4GBg+mrPLbb8wEstQwFVnZWLaMMsJdd7nZ7uuvcyXN0l0nKsoS83viBKQHBkD3wvOQjh+H8bFxNvHBAG360KFMOrn7bhf7yMqiLNW6NS2cci6cNb0AYPhzBcqNGoCqVWlcn3yS9tIMPYzCgFC9EWkpMo4doxzfqhXD+5TxnDwJDHpAxoUzRsyZA+hDg/Dwo7r896eCkiWamMj7r2pVJ2uydp1y8ptRHjjAResuXYDjx3H2LF9gd97JZQLlHafEgAOUyIYO5Qt1715g6lSGWvq7nERUFOPgDyy7AJGZBZe1dV2EDLZuzVNy4kQxD7SY0DTwYiAg1QldUb06veYnWZhp717HEp+hobRlZ85Yxq1UIrRnwwY+AHfeaft7VSPkPXvoObrtEJOQQGNdoYLzDj3du1OjXraM1iEiAts25OHaNQbZuAwcmDOHq33vvZf/q1q1gFqJRyA/MBB44w1INWvAEBeDrCdfsnnJnj/P2iYffsh9OCUvjyvAzZoxLfPSJetUQ/HO1Zw6RVe2Z898Wfa552gs5s0DTLIOF+KDEHPWjDq1zGjc2HZB9tdfBEYOM+GfnTL+Wm/AHXfrce+9tmtzikOdlkYPuVIlvuQczpFdpxwbKlVilasnn8Shrk9j8Zv7MHSIcMgTyMigBr5yJZNvFy7kZWrWjF7wzp3Uyf1973dolYeQE4dwKrKz85huN6nyksSX1NatAahl5AM0D7wYCA21Lk6VCO69F3j0UYhHHsXevcJpBmaFClRFoqMBOS7euYQyfbpjKISCxQtfsVy4DOvLR6l/IkmuU+abNmWo4f79OP77Pvy704yHHnJTB+rUKWDiRIaNqApyhB4/gGW6IUh64SMa23ffhTRhAiKrheZXMLxyhcb7uedYSc8pssxwkKpVeaK+/5755oo1deaBr1jBqloqnaNaNXbE+/ZbGr1rSTo0a2VApfJmG93t4D4zzp0yITVdh7QsAx55VFLab9oMKS+Pi6VmM7ftVDJxEx6Y/zFI2NrhJWwcOweP7nkOjT8e41ABLSODSTSPPcZ36z33WP9WvTrzx3Jz+fukJBfnsRjQHz+ClnfUxH+XqzvfbwGp8s2b88XpZL2/RCPLPN+aB+5jJImGpkTIKAqffIK4xBCkJxvzMxbtqVmT3pvxQjxELTsP/OJF1tEeM8bxi5KUL6WsKEg+ARw78LiK9a5SBVd6j8Hyf2rgQcMSVDQ5qYsL8ES/8ALn8Oop9O7dwIMPYmqdL3C68wj2s+zeHejVK7+C4ZUrtLEDB1I6d0l0tLVGb3IyS8zax9rb6eDOilfl5bGiwJUr9J4aNQLiL0u4lhIEs5FPpDnHiM8/B2rWDULXbjo88IBtkSjF687JoeQfGsqIIgcbZTZbPU832YZmM4OAjh4FHv+wHmoe/puDu/lmmwpSf/3FHiKrVjF83p6ICBr2tm15ms+fd3M+fYWlQXFEt/bo1IlRMTaRmh6kyite+LZtJcjp8oDcXGv5/IAT6FVUX5OR4TIZ0n9RKHYsnRonbjPsEGL3btebN8vCFBYhLu65bPuHd99lL04LDqvjsiyio4WoWFEWeTmOfTFt+OYbhr8oHDrktIlnRoYQkyYJsW+vzFCITz8VIjY2/+9KFIr5nfeEeOwx23OyfbsQjRsLsWqV6N1biL+/2C9E06bMSlRtv1cvIR5/nFEjLrl4kZEtysFOnmyNYFFH4BhVETlXrwoRHm4TEXHtGiNbTp8W4rff2LNTCYy4ekUWZ6ON4syRLPHhe0bRvbvz+8ds5uevX2dUiNNbyUl/Spu/qcjJYRDKb7/ZBCvxc9OmCVGpkhA//ih+/UUWkZGe9V6UZfbZrFGD/VmLDbNZiHXrbBp0btvGS5X/d2fZtS6YMUOI/ft9PMYi4i4KJSlJiPXr/T8mZ5QpDxygV5SbW7JWt/fFR+HmuypQwHTRul7KSIcuLweJUjVcvWr5ZV4eS6W66DjPL0pYsVygb18gSOeme4/ZzFVF9SqcEx3cZGIoe8uWQOebJGv2yKJFNsG/nZPXQ1q3lvKJ4mVt2sSIlu+/B/r1Q52aJrT4dTzj4qtXB8BrM3IkhzFtGicBTiOHkpPpSrZvT3dHlrldpYSu2utW6+CrVnExtVw55OZS4YmPZw32xo3ZsSY9nU66QTKjWiUTkq7rsGhVGHb9o8P/PW9E5UrWm0fxuk0mBuiYzVRzHCSlApJy8jcG7n/mTN6ro0fbTcUlice4cSO+fzcObz+fimefyEH37s43CbuvvvkmG0bde6/Tjm++4fRpHqeqQNkttzAJM+a899117riDHnyJiCDzgJJQxEqhzBlwvZ7Pe8CKWzlh717g5jGtGW3w/PPOPxQXB6lWLTRvpUdsrMXOL1vGFbgCGvGuWAkMHGgbleLAlStcCVOHetnp4ELQ/gUFsdIdAN6pDRuyFN8//zAMIi4OT51/A+aJqu4669ZxwfaXX/JF2v4JvyLLGMT4QHBoivrxyy80gkoFQ5thqyNOlIqLGzbwv0oojLpbkVoHX7kSYsADuHKFi5blynH4VapYW0h+8J6Mj983IjUVWLoqCCdP6dCmDVCthg5dbtHh4lkj0tNEvk3Oy6NkEhzsRDJR1ex2lZQDIP/3164xiKZRIy7aukqImrKlIz4xfIC/7/gcVWZ/g3Kn7TNnXDN6NJWmhx/m+9+nZGUxTMeuQXFwMHOV9u6WkZHlXZXBBg2Y0+WQHFRCyc4uGfo3gLInoQjBvAKnxZwCIKHIMmfDZ88KJsc0bOg8gWPDBiG6dBFCcOz79glh7nk759gq7Kd2V68KERYmi7RU2foBZ2P85x8hZs2y/V1KihDHj+f/c+dO5iDZTOmVnaSk8A+zZwvzLbeKn+p/bE1mWbGCsom6QFZcnEip1kS80fdI/nl47jlKJ/b5Hrm53LzZLChB7NrlWIBq4EBKKPYoBaByc4XIyBCZ4VXF8a0J4sQJqkM5OUJkZlo+a5E4zLlG0aK5LMaO5dQ/L49K0KZN/Fh6ikmcPZ4jzp0xi8uX3Ugmiq7iTDJxQsx5WXz5pVslTQghxGefCVG3LhNFUq7L4rsRO3gTTZ3q1f13+DDrq73zjg9rR23fTunNGWaz+O+ASfz1l8enJJ+LF4X46ivXiTP+xp2EcvQof0oCZc4DB0pQPDhYakSSLLPNChVYrf+llxxrkKhCCCtVAuqkHoN8+AjMQx90u/3Vq4FevdhbEYDrRsiuWqhZknVOn+Zi0kMPOfEuFE89LCw/0WeB4SFmkSxezC408+bBZp7/zju4csdI7M5sAwB4/32ubS5d6pjvERxMbzw9TUD+7wjPkzolOzaWHrizhVxLqr0sJMTN24pTTfqgSotqaN6c281vUGzRQXLydFi7wYC775GwbRvVoW3buJlevfix0Ag96jUOgmQy4vIls2ONHbXXXcBCpcKxY5SmBgzgRMwZQjCc8uefGV7XtCmQniGh3H3d+Ytp0zgTyk8ccE/btpw0rVxJZavItYKUpAVnDYotIYNtO+ih03nfxaduXS7m791bxDH6gZLkgZdJAx4UxGcq4MWtgPz47/wZ5a23MmrDvotPvG0IYY2l3yN9yBiciQtzq+cvX26XfamKDbfBmQG3JOskxmZj8WImiCjJLDaEhVGT2r8f+OknyHPmwVypGqTXx7NA0x9/2Fqlv/8GDh5E1vOvIz6eNTyWLaM847RKImhkQy6eRla6GaK5XbjOTz9xcE5qp0CSkJEp4cQJIOuvrWg1vA2qV+f5zs4Ggg0ydDLF1QtxBsyeq4PBQJ24alXW+p45kwZOybUxmYCk6zpUjQpGh7ZmRIabER9PFcqY6yQpxw1C0IiuWcNL7ioSSQguFcybxwxFRV7OzLS88Nq2ZbpqeDjlCw8tXZ06rOkSH89imS4rCRaEyUSNo1MnR91HeaHp9ZAkvsdPn4Z1LcdDevXiuSpJ8qczNA3cD5SUpB6nHXjeeotG8YMPrL9TZ2FmZABz5qDC60/DaKTtdUZmJiMM+/eHrQ5s3wjZaOTTZJ9GCCBbXw5zZ8vo1Yvp/U5RCkq9+CKTdRo0QO/0xdDt/Zf55klJ1hdGVhZX0j77DDWblMOFC8wWXLWKHpZL4uMRmn4Nug7tkJGls7608vIomDtZyDWbGWV59rwONaua0HT7DAQP6c9DzhMQRhNCgmQYZT02bdVj7ToJd97JBb6QEFbwe+st/v+tt1oLb6Wl8UVTLlKCFByEipFm1K9tQpDOjNiLAteS9TB7MHmVZS4Z7N3LOHdXPTSEYCjlihU03urJhzoLE+XK8W3z3nusYvX11x6t1leowBdIVBRT2G36lXrKsWM8Ka4yhVUhgxERXNTcudM7Y1yrFo999+5CjM+PaB64HygRNcLhwoDr9cDvv3OuvGkTf6eugzJ3LnDLLdA1b4pmzZimnegkFHv9ejpmtWrZ/UHdCFnZdpUqDm6DLAOLNlZG/WpZjvVH7PnqK4amDBkC6ccfMCJ2AszLV7NdWlyctXnypEmcYt9/f/4DPH++845q+aSk0GVr1w7hFYPzDakQ4BSjTh2Hk5iayrU0k4m7q3JmNz30Fi0gTGbkZJgQFqHDlUQD5syVkJHBRT11Us5tt1mjSgAGvphM/Hd+1qUkAUFB0JmNqFLBhHoN9RCQbBouO8No5MTk0iXmHSlrvfbIMt9NmzbReNvbR/s6KAAoJe3YwdXQwYNd13VXERzMNP3+/ZnFf+RIgV+xompQ7PQAAAcZqV49L7r4qOjVixONkuB8uULzwP2AUtzKad1tP2E2s9yF0x6YdetSGnjkEVpnxQMXgpmXz7BlWnAwc1hiYhwS9LB8uV3yjr0XrqQyK/VP7Fi7FjDpQ9H/1kT3SsCyZSwC/tJLwDffQPf9NLzdZhX1gIgIagOVKjFh57ffgM8/x8ZNEl56iVmK6nKsDuTk0Jq0bAlFyI+I4KFkZsLmXAA0sOfPs2xs3bqM5jAYQBe/Xz8gNxc52QK6YAN279Vh6VKqOwMGWJNylBn/mjU04nPm8BSFhvIdYGOLlKSc0FBAp4NBzkP1agJ16nBycOEC7ZvaEc7K4vtZlmlrXbQuzY/K2buXBtwSaWmDjQeuplUruqpVq1LW8MBSShLwySd04Hv1svoOblEaFLdubZvVpPzNTcjgTTfxRXvqlAf7sVCtGmeC9hWOSwomE22Ky8xkfxPoVdTiJDmZESn5+DkK5cgRlkd1y9NPs9Zp3bosj7pjB0MH7OqVXrvGyJSMDK6OZ2Wx+5oqiMQ6TgUlSmLePEYPqNi7l0EdGakmS8iLi7CBmBgh2rXjZ95+W4h27YTxTIxjOVmzWYgePYQYNEj8u+C8iIqyBtZs2ODi2E0mtuBy0kJOloXI2H1UyJUq5YeRJCUxAOLCBbs8EbNZiEaNhNi4UZiyckXMebOYM0eIhQsdu60ppyQrS4ghQ3i677hDiIkTnQzAWYSJpSStcp6zs1lWNSbGGv307bdCrF7t5JSqro3RKMSoUUJ07eq+HeD8+U7KDtszZw6jVCZM8Dj8Y/VqfmXOnAI+eOYMk3ac3feqErGuSE7mdfCo5aGFpCQeirtWd8WNqyiU9HTPkqr8RZn1wIHAyyjOClg5MHky5QMlCuX774GnnnJYKKpalR5adDT//c8/+YqBaxRdMibGxgOPiaH88tBDQER5Pd0JZ2n1JhO97ieeoLu6Zg1dy/r1HT87dy6g0+HouG8x9OkqmPr0Udx1p7BWJbRHCOqq4eFO9RVJAsJ//wF5o8Yg1RiOM2e4nUaNOD3Pj8WWZc4OMjIguvfAv3v1WLkCaN5MYNgwa/Nh+8CRFStYPrZlS1bAnTJFNcNxl5RjYElapehOaCiVr2rVGHc+eTK32aeP6+CUvDwmM126xPXeihWdfw5w44Greegh3hBz53Kq4Uxvs6NvX+771Vc5cXIqpSuzI7uYbwAed5WvVAlo185FFx8XVK7Mc7hzp2ef9yclpYiVQpk24CEhfM48vXF8jVP9257wcK7yyTJw6BB1kSeecPrRunWt2uyqVS56UtoXd8rL4yKjRSi/fp3V7AYOpAED4Louyldf8STGx9N4r1jh3NokJgKffIJzL3+HB56rg48/N2BQnb3AH38gqobZ+aLZuXM0EK1aOT8vGRmQ5sxGyqjncPgwD6tVK1jDJZViUbIM/Pkn0nsPw8KlBpw4AYwcJeGmTnL+ubGv5pqczPfQ2LE0FrfeSpll6nceJuXo9fy7qnLapUuUJPr1owQQH+/cecjJFhg6lLLLmjWq43GBRwYcYGWof/7h261jR4aeFMBNNwG7dnFd9NlnnWRCHjrEm85ewPeyq3yLFrzNDxzw6OMAmBR06JDLxOWAUVLKyCqUaQMe6OJWHhlwgEaxWjVGdPTu7TZco0kT2pelSz1o3gDQs69VC9DpkJtLJ61rV7vyzc4qE+7axdXHSpXoCq1aReOg0zme0A8+wOU7RqH/O+3wwgvAmKfDuGIYFobaV/Yj/pzditTVq7Rw7dq5rAiUM3MBolsNQnKlxujYEfl1vfNdacUDNBhwcuF/+D38KVSqJOHR0WZUrcZUe2GWYTLZ2uPUVK63tmtnm+D64fsyvp1iRkqazrMqRTod41VNJuzbbcby5QzR7tqVE5SICIbJX7liXYfJypYwcBCHvnKla21cITeXRtVeenZJWBjXDCZN4s3x2WcFVolq1IiX+vBhrofm3wZXr7L8cLt2tl8oQPd2RbdujBi6dMmzz1esaPXcSxKaB+5nAiWj5ObyoShQQgFozFq0oLtRwHRBsS3p6VzcdIraC4+NBerVgxDAkj9k1KjBhTsb7GuiXL/OWPV69bgCtXy5NVTD/rM7duD6hv0YsOcdDBkC/N//WX5vMAD9+yOqfVXE777EoucAj/HkST6dTp4EIYDL8QInv/0bFZ4YhhYt6IGWKwdkZ8rIyzLlbz8nT4c/f0/EztPVcd9zTdDrDol1vYWAWehgNgnodQJ6PQ1hYiIN+Lp1qkmO5YXQvp3A7Xfq8c23nqeAC0mHjduCsH2bwJjRpnwlSJJogOrXR37D5fPnKVuEhfHl64kXp3jfXjdwf/BBa9ZUnz40xG6oUoV5UsHBrEuScFnVoNi+c7VdyKCnKF18/v3X8wiT7t1ZUeH6da92VaxoHrifCVRxq8OHGf3mKnzMhrg4PhBKEOyKFQV+pU8fRkC4qgibjyWBZ+MWPdLTBAYOdPLshYfzJCnywauvUnrJyWEEijqBRi235OUh45X3MThoJbp2N+Cjjxx3X7tHI8Tp6zJldPNma2MGRZxWkZVFHTlt60G0yNyPmo/cy7EKAb0woVy4jKw8A4yyHjExlEGC9/2DEfclo2aDMISE0KiajIJ1T4J1kISMrEyBpCQe5oYN9LybNIGDtvLBhxKmTvVIQobZzFNz6rSEx8fpUb2qY8iTTsfrX6GCtT3b99MdbaIrPJZPnNGkCWdOzZtTUimgi3BYGKW1bt2AR7ucQGyykwbFXkon9tSqxeWOnTs9ex4jIz1Wg/yG5oH7GWWm628vfN8+D+UTgB54bCwLXf3+e34XH3cMHsznKzraTaikEEBsLA6nN8TBQxJGjnRRsVCn4xOclcUwwHXrKOMsXuxoaENDLb04ZeR9Mx0jYyegbqdq+Ppr505ZVBQQnxTKcMkNG7jgaPdWUyIdT52iktT8z68Q+tSj9OKVUoA6HQyhBoSESvjrL+rHd90F3B09DfL9/RAaaon4ExL0OsEChZCQkqZDRrpA5co8T8uWWTLynaTCt2hBDXvyZLenHjk5DD3MyKCOXr6CZF2cMBptrFNyMrvMtWjBgo6A89BDZxTJgAPUD7/5hs02hg5l5pKbGZ5eD3z9cTqeufs0bnu5s20on5vuOt7QsSN9g+PHPft8t268x/3ZqMIdmgceAAIho3isfwOUFOLjqRvffTetwiOPOH3YFLt+992MSqlUiYbPQeqUJCAjA5fiJKzeXQ0jRwLlKzk2Qs4nPJyDfuUVCuRLlrheYQsPR42MM3jys4aQWrXEL79ILp/r2rV5aHLcZWDQILphv/+eX88jPZ0Ps7KeWQ3XKNmMHWt9M1lqI1y+TP3aZKLE26BSKnK374GuT+/8Q9YbJEhChtFIT1pAQrVqQJBexoIFQPduAvVru+6U8957zK9y1Sw4LY3vuPLl4dipKCiI27MY8WvXeJ06dGCL1PBwvhdr1aIKdeECj98VTpN4CsPgwby2a9Ywg/PKFdef3b8fA8Y3x4Tp5dCnD194AArsruMpOh0XKI8d88woR0TwOdq6tci79gmaBx4AlOJW/pRRPAohVH+4Z0+rt/u///HpnTDB4aOrV/O/ihdQvz4fipgYx82mnYjD/Pjb0G+Aqhmvq2JXRiMbKzZvzp24WTkTYeHIOXYO8dU7YP7KCJtekfZUqAA01scgJTadlmzwYKB1a5hnzMKFHbE4d45eepMmFif211+tC7mWkD1Z5kLb8uWMFhk8mJJ85tJ1yO7YDSFRVayOtCQhK1MgOZkPf6VKgKTXISlRYM0qEx4Z7b5TTqNGwLBhwJdfOv7t6lVm9bdowReIU3tmGfOVWCPuvFOge3f2o1Z/Vgk9rF6d+u7Fi86lsPw6KL6gYUNqER060A1WyvOquXCBFqpFCwwbxnXrceOAqd94FjLoKeXLU8Zy6OLjgq5dGbRUgJTvF0qaB16mE3nUXLkiRE6qfxJ5MjKECAqySyJyRXa2EHo925KoOX1aiMqVmeii4t57hQBsEwyMRiEOHhQiPt76u7w8IX548Zj4+33bBJ78L6gTPjIyhGjShAlEHiQ7vTnohGijOyquXcgs8LPi2jUxImqrOLjLWqP2+nUh/lt9UZx/9xdh3KE6vtxcIerXF2LjxvxfJSaK/KSc1FTrR81mIZIGPS6SP/g6/1BkmdtOiMsTebmq6yTL4tvJeWLyl7bJUa64eJGnXl3R9uxZIb74wrPOMbGxQjRvLovXXjYK2WSXWOPk/klLE+L8eSYEqRskLVvGZDCfs3KlENWqsduTko2Vm8vuS6rOSUIIceKYWTSsZxKvveZ9idiCsOniUwDbt/Me8BfOEnlyc3lNShI3hAcO8K3pr/oKBw6wFGhBMb4AqDNLkmOzwyZNmF2i6uKTmup8QcdgoOOsVPsUgt5quawE3N3PyXxPXewqLY2hBykpnOcXME3+6tNsrF6jQ5cmyahYroAWKhkZwLFjSKvfFnHJYTAa6UnFxgINetZFg5cHwXD0EAebnc3c/vBw4I47IATP48KF9HiHDaPnpkQR5qbnIXjjXwgb3h8ZGdRVlcXHqtUkBBks0y1ZxtV4M9ZtNGD0I7oCw+oAhj4/8gij8ADK9n/8Qc+/Uyf3342J4aUcNkzChIk6SKaCExEiIx1DD/PyfKCBu6J/fy7SbNpEjScujovLtWrZ5vMLgRbNZOz6V4dNm3gr+lKKVLr4eNLDs0sXrpM4TQrzEyVNPgFuEAkF8G+NcK/07+nTKeo6VKQCNfFbb2XbdtC+2ZSmVREWRpt/5gyzLK9eERhaYzukenUdtSOl2FVSEh/m8+f5IqlTx3mnegszZgDTJ2VixeBZOFv9VvchMHl5tHyNG6N8/Uo4dYpad1AQte7y5UF9Y/RoXph58/LrnqRnSFiyhJ8fPtyaCKgEjQCAacsOhNWvjtBWjZCXRxkiPJzhe5JOssaKC4HZ8w3ofb+E6jVVXXwK4I03aLQXLOD5fPhhvpTdceYMa4w89hjw8ceUbhAcbF2IdYM69DA4mMbq8uVinK7Xq8fIlK5dKausWMH2dWosIYM1a0nYupXv+vvu86h2lkfkd/HZ61jnx9ln/5+96w6PovraZzcJCSGQ0HsHqQqCiiIIqAhIlS4oYldUUGyICiiKIAiCimKhg/QqShGlqfQOoSeQ3vv2uef7493ZmdmdLQn9++V9HjS7O+XOnXvPPfec95zTtq1fMs11xS1nPqH/IQGuJglcbwTMQDl6FB7IsmX1R4bBAKH2779EixbR+vXO1LFeEBUFmbppE9GgbrkUyhb9DElE0Lj79oWUeOstqI16AT1OrFpFNGGsjTZEDqNaX71JZAyCSqKn0QqBEOwKFchasQaFhyNbQP360G6DgkgRaiVLgrccEUG0YwdF1+5KixfDBP7kk7B1u1cts9mIQjZvJEPvXpSVhe8rVlT5Z+UoTaOR4pOCaMcOaI9EpGRp9CPEK1UievhhbIKef14/i6oaZ85AeL/+OhI0uuDMZkhCoE3ukbJuMBrB2qxZE+8yM1ObrfeaIiQE24xRo5DCYfx4ZYK4UQYjIhB8dMcdELqXL1+bJlSsCJ/57t3+n7F1a9jBr1y5NvcuLIo18JuMG5UjPGAN/PvvwTFTFXLwQJkyREuWkG3Uu7Rpo+RTgKekwDHUrx9R3qkrxNVr6KvrqamIwy9RAmrlu+/iey8CfNs2olGjmFZVH0VNPxmEWSeHuep16LlzxGSglMg7KDoair3d7jQHqFNEypU3DAayHDhBv90zgf5bcol61T1B7dpB0Mtat9EZIOlwEEkOJuPG9ZTe/gkyGCDkIyOJDMRUkKsttrBwIdKDaGpBGH2bUmw2aN7t26Nwki/SBhHWqk6dkAb9nXd0DjA4aYbMAWsQNhtefYMGOCVQ6mGhcf48VNujRxGK36kTbqZDGQwORgLNJ5/ExvBa1bBs3hy38lfFJyQEwT03Swsv1sBvMm6EGUVmFbjvRj2Qk4NQ9fvv9y3AiYjuv5929plOtaQYql9Tv8xQQQHC5B97DIInKDGOUkOdCazUWl9SEtT4pk1RYfebbxRGhk5OlP/+Q7WaxQM20H2VYl0Fil3Huwv8+HgyJ2XT2RJ3Ula2gRo1wq0SE1S5S+SEUE7EnrXSwjkmCn2qPz01vRVVv7SbeNPv5LBKmjB4Zrw/6dBRyhKRVLpdC5hMDEQkBJUKk4jJQAUWCO/YGKa9zpoTGrhXtVchPx+5QYKDkR9k5EjSDVCScfgw+OiffOK9XrULMs3QZvMrifPzYRsPCSkc9bBQUBcorlED1UE6dYKdzktJe4MBVMsvvsBzb9ly9c0wGKDVnz/vf7Fs1QpT59Klq79vYVGsgd9khIY6NbjrmNzq4EFoFH7zBS9apFQU8Lc/J6L1JQdT70p7daWJJEFjbNxYsZHX4DjKiqippV7FxSFSpUsXhDyOHw/enGxSkIN0nLXoTp6EDfr7zzKo029vI8eGmn4XHg4h4BRGnJFJifvi6GxYCypbKYQaNYLGUq2yRKmJDlfuEnlXYLdDZmyZcpQebXiFOr/SgEpUr0jSsGdJysqloGVLKMisGEctFkxe229bqXyf9lQy3KB0ADMZgoMoooyRJAl5R+bPx25ENx+50Yh2qwRpejpYjLVrw2kaHAwBvmMHFFR37NuHrpw6FXS7gBAcjHu7Bfy4Iz9fmyslUOphoXD4MOxaMn01OBhFORcvRkbMd97xWpfwmWfgYH7ySfhGrhbh4YFV8QkKgoJyM7TwYg38JsNguP5mlIDMJ3LRhhEjNMWMfR2+foORen/3GKJIiDW/bdyIude1q/JlUGIc1XqwJl254iSxXL4MzXvwYHzRujUCa4i03HBnrpOLF2F6+Pxzot47R8PZ6F7MNiQEN7ZYqCDNRKd/u0T5NRpTk1YlqXJlIgPDXFKtGupRqoV/UhLkhMlENOz0GKo3uo/LdG0IL0nBQwaSoUZ1PG9iIlksOCc8nKjCtl8puE8PxdatMpkYDNBcz54z0KGDyPznFSpTSlwcBFGbNhDKsuUpKgouggkTtKfu2YPcJt9+C2FWKMg7EJvNqylH1sDdER4O/2PZsthAJSQUcVcpU5bU2SDltnTpAuF+5AiUDC80kc6dQWT5+GP0z9Wad2rVwkbAXzGHu+7CM58/f3X3KyyKNfBbANfbjBKQAN+5E6OhSxePYsZ6OHwYc6t1t0qICmHG7CUkB7p8GZqySz6mpxMFBVF49bJUrx7Rle3nSXTvAW9c/fq44GefKVJKXQi5VClKvGimnj2RmGpYpc0wTsp2cjeIsHCKO51HF/44T5VbVKE72pSl0BJac0m1mkGUnmEgmw3rhByU06YNUc9ax6jkhRMkPdHfZXY1Gp1teuQRok6dqGDBKkr8K5rKlycqmx1DhsuxUMM0JygwGIiWrzRSn97Co/6ux4FGI0WfErRkCTYneqXlXnsN71UuevPXX3Ah/PQT/K9FQlAQFkAv+Y79UQhLl4bAc6ceBgSHA2OgdWsl77x7qHzVqkgY/vjj4PCtWaN7qZYtIXBXrcLwulqSQOvWMBH5quJjNGJd+fvvGxucV6yB3wIIC/Op+Fw1AhLg339P9MormCzqYsZesH49BIbRSFCLiYhefpkunGfasQMh3ZqBJVegNxioXEo0NXqvFyX2H0XS4z1hgpk501M6OLXwTGsp6jm8HA0cSDTyBRNKpX/xhW7u09xcolOxpch2LJqatgihCi1raHKXyOaSkiWhyUZHw9STkIA2N21KJGb/QI5nXyRDyTCPyHYhiDKrNafcxwdRuZO7KXL/NsR2d+0KG5WXqvCnTiHJ1OABgsxm34Jt7z4DbfyNaMhg4TU1eUQE0XvvQcvcvBlpRRYuVDYwRYZRRTN0E+KBcMD1qIepqX4Zi7CNlS+vpa7qhcoHBRGNGwc+5RtvwJ6kY9+oVQs7kpgYbPKuxkYfHAx7+JEjrmwLumjWDOMjOrro9yoMZP/LraaB/89EYjKzK8owLc1VpStwBBCJmZjIXLKkRzU0z4MiIphTU/G5USPUN/OBu+5i3rwZfyNCTHBio448qee/fO6czgnr1uGE48eZ77iDecECPnfKxnmdejJ/843X++RlO/ihdg5+Y3AKHnP8eOann/Y4zmxmbtMGUYmZBy4gsi8/Hw/ucHj0kRDM9eszv/02KrMJgX+OjGx2RESyuHDR4x5WK4ICs7IQgenIyWdesIC5SRPmefN89tfo0cyrVqGzHHbBWVmepbGEQBfNmIHxoNdu92euWJG5dGnmrVt93t4/3O8jBB5YNXBWrmSOji7cZe12DKuLFxHBqhs5mZnJvGYNasrJcDj8h1mmpDB36cLcujXmgQ4sFuYnn2Ru2VIbFVwUREczb9zoVjpP55jZs699hCizZySmyYRhfqvhf04DJ7p+ZpSDB+El97lt//lnqNMVK+KzHw08Jgb/OnZUvmM20K89llCHHZ9QQ7MO9youDupxv37QuIcNo/rrvyJHaCmK6/6K7n2sVqJBQ4KoTh0DzRgdT4ajR2CklsMRncjKgoZLRNSsbCKVNSeCcmMyQWNz04rz8pAXq2RJOHdbt1Z43YbFiyiofVsy1K+nuUd+Pu5TpgwU7RIhTEGlwkCxuXQJJiIviTGOHMHj9+xJRAYDBRkERUSAwSFrpg4HtvyXLyMveIUK5JdauHEjHrFePQQvXlPIXHEVzbAoeVCCgzGsatb0Qj1UFyiWt2yBpoitVAnMlL59YfuSUyuqEBqKIdOlC0xRgWYc1INcL/vQIe/HNGqEbjt5suj3CRS3pPZN/4MmFCIlO+G1tp/5TWDlcIBIO2IEPuflYaa6apt5Yv16mCFlVos832q2qUYPTOqJCBU1HUEIov37EUo4ZQqclv/8Q8aVKyh8zgxKzQym9DTtgzsciB4MCYFdNyg8FDbv0aNJzoJlt4MTnZAAIVYhOJuCLpyBMChfHiuAmznj9GlM6KpVIbhzclRZXI1MxjnfK33hbHpmJt5N+fIQSA6boNBgJxF861asZI8+igu7SQhmOCKfftoZuOVkmgQHQxjk5+PfwoUwqwwfrhKSPqiFixcTvfoq5FdBAZpxzSELcSIim43ycrnIYfQy9bBaNTfq4cWL6CQ5pLSw1XWMRpjU1q1DzvgRIzwYAUYj0eTJGH4PPXR1WQQfeACLcVyc/u8GA4bDrl3XzyQqw2y+9ezfRP+jAlwuaeiLrlQU+LV///YbJNMDD+BzYiJmmo/8I7L9W4YsPHr0IDK8NgJOSXX0yIYNuM8338BIm5kJQTxlCpWoVYUaNUK+Djl0mRnmzdRURLOXCHMKyvx85CUnKLynTmERadqUqHSQiernHSFq1Bh0iPBwrAJOFddshsa6dy/a/uCD8NPKdSuCgogMu3dBunTrRkQQqGlpeC/lyxMFBzFZCiQKC2UyhDiphxs2wAfQsiW8h3/+qfFkHTig5N8mIg3/PSQE95g9G0E9Tz5JnlkUZUGmWtnnzkX3bd4MgfTxx2BfXtXi7ysaMySEJDaSOV+iiFJXp2GEhirUw+xkC6X9fZIKGrdWFtoiVteh9u2x1blyBWNZrrStwogRoGT26QO6YVGgruLjjTLZoAEWYT2a57XEraqB/0/awJmRAS4rqxDn+rGBC8Fcvjzz2bM+rtG5M/MPPyift29nvucer4enpzOHhSntPHiQecoUt2yEaWnM1arBrrl9O3P16szvvKM06rnnkHVOhbRUwYcOCrZYmMeMgT07O9v5Y2oqMhMuW8YWs+CzZ5lPnYKJm4VgtljYvmMPP3nvea2tPzmZOTubL11injOHeds2tFEI2DG/+Yb5qadUxw8cyDxpEjMz5+XhdFcmPkliS76dC/JUxk2TCQbouDjlu9xc2MOXLWNhMvNLLym+AhesVmaGTXbqVLQrK8uH3VRusBA8ezZz5crMR48qP9vtzE2bws1wVfBhb8/OZp71tYS2XysD73//cf6uQxwb68x6WCD5NjAHAkli/vJL5rJlkTJSB3v3MleqhL4PIJGnLg4dgt/B2/kxMcwzZ/rxPRUS7jbwkyfx71bD/6wAt9mYk5IKca4fAX7pEnNkpI/5du4cDsjLU75btIi5d2+vt1ywgPnRR/F3TAzk3ZUrnmku+c8/ce1atZgnTFDSsc6fj/yz6hylTlyOFTx6NPOdd7plEH31VRZvjeakP47wkf02Tkx0PrLkFCiHD7P98HHu8JDQTBhbZh7/uTyd58yBE42dp9jtOH/dOuaHH3YenJjIXKoUS0kpnJ6ONcglSxwOlmwOzs0R2r7cuFF/sbPbmTdu5F2j1/KwgWZPmWSz8bkzEk+erAhikwmOUa8CRQiePk3iatWweLlj+XLmFi2uUv75kGbx8c7swpKEMXu1QjwpiXn9emabDSl3MwVfOmfnxETX+nZ1+PdfpAF+4QVddsD589AJXn+9aH0mScy//+47te6iRcz79hX+2t7gLsAPHmS+cOHaXf9a4X/ShEKkMTdeE8j2b6/mxB9+gHFWbdj048Bcvx5b0OxsbEP79PFSsL6gANvg8uVx/Zo1kV3pq6+IZs3S3ftt3Qrn4qxZqnxXu3eT6e99dGbQeMq2lqTGdSxUtZJEBsnJ6Y6LgzG8aVPNtjspiWjxmnAy5drp6aGC6tYlj2rw1aqpUoH+8gtZe/SjNEMlCglBs4MMSrIniz2ISoQatH25YYPWliQjOJjE4z1o3vl2NLz8Rgq6qCUQHz5ioDVrEFkppzcoWRLtysvTt2R8MdlAM2YaaMdf+tTC/v3xTKtW6byLawAXhVCuB3g14cOSBM733XcThYSAelhaotr1gig0tBDUQ1944AHcIy0NDk4330SDBuD+HziAvitsBKlcxef0ae/1Sjt0QBTn9UpWdysG8RD9j9rAZVzLUms+MxDKtSZffVX7fUKC1yAeiwVCtksX5Dhp0wZZ2zywahUcSps2QSqtXw+J+MYbsI03auRxysqVRJ9ONNCm31ArMiGBSJitlDDqSzr3/BQqX7cMNWpipDCpACucnHo2MRFhcE6bvSRh0qxbR9TmASP17M5UwmFyUYrVpn3ZBk4OB+V9v5iyh75GkZFgmhiEUp/SLhlJCLdUBELAqK4nwAlmcGOlCtTxvfuI/viDaM8eYsH0999EO3Yb6ZmnBdXTEl0oPBzty89XhDgzuN4//US0c6eBGjZgXQlvNILc88knVyn4vEAThSkL8QBS0uoiOlpZ1IlcmcGMQQYqVw4ccoMB5uyrynpYrhw4+i+8AGk7f77m54oVEQDFjPisQApHq1G6NBQkb1V8ataEcnPgQBHb7we3YhAP0f+4AL+WYfU+HZjLl0PwuatzPjTw7dtBFti/H4Pfvd4DEUGyf/ghJHLbttC4Dx5E7HedOtrEU05s2YIIyzVrQCBp1AjMvMPvLCFTxdrU9I1HqFIFQYawUCw8JUqAknjmDJ7BqYbY7XisxEQE5TRuTOQILUUGU4E63YkLlSpBMMXP3UK2yIpUodu9FBaqDYVnMug7i/btg8Rt3tzjeSQJsuLZZ4kMdWoTDR9OUvQ5Wv/BXoo+4aDnnzdQlcr6zsBSpXDrggIIlrFj4cjdsQMVyHxRC3v2RAqRJUt0f74quOdB0aSkLYyKmZeHeHO5CoUOZTAoyA/1sDAwGJCadssWJEQfPlyT6Ds8HLu+1q0xXC9eLNzl69UD5XP/fv3fO3ZEVOi1JicQFWvgtyRKlFDSNF8NhABf1SuF8HstXc4FHxr4unWQl7m5IJO4C0TDgnmonbl6NVgZRJiYnTpBsn70kcdJ//4LQbdkCdoqCQOlJCNvStU131GNr96iEkESHigyEmqHwwEXf8OGRJGRLipxaiqEf79+EDbMREGlw8loNevOfkmCEA+e+xOVHzmUgoysRP85BYrVik2EB49etiXpsCW2boWC2bYtPlvDImlp8DDKMZeg54IXUiRneyStUqNUKTzu66/jNjt2ILIQneydWmgwQAOfOPHameFk6OZBkVPSEgUuxA8exMoaEeGXMuiVelgU3HsvBklBAcLwT5xw/RQUBILUiy/inXkTxt7Qpg0sNXrZCKtWxbvbt6+I7fYCSUKX34oC/H/WiSkjM1PrV/QKH07M06fhadf1S+3fz1ylir63qHZtXc+MJKEm41tvaetAMsOp8irNZtG4iWeo3uzZzA0bImJuyBBNg44fR8nL9evxOTsb3108L7G9T3/O+2gyH95nY5vF6TBzOND2ffuYz5xhtts5J4d5xQr4Rtu2VYIHNT62+HgPR1ZuLlgmvZqeZ3t4adBA3LxZDgeO0+3Dxo2Zd+zw+NpmYx40SAlkzc1l/v575tWrnZf/7z/m6dPRfi+OQElifvll5ubN4Sj2epBOw4Rg7thRSywKGD6cmMuWeQ12BOx2dL4vWkdMDDx/kup9FsIZWlAAh/nly04GUlEgBPO334Kl8uOPHu399VfmqChlTAaKtDQ4kvVqzqamgvGiDjQtCtROzLw85t9+u7rrXS/8zwtwk0mJavcJHwJ8wQLm7t29nPfssx40PmbGZAoJYc7I8Php/XoM7CtXPE9zfPU1H6M72Rbt5hJ3OECNeP99SP369SFpGc2uW5d54ULM/UuXmI8dc1IHly1jvu8+ZpOJY2JAlXI94po1YBgIwaeO2Xn2txLv2QNSy0MPoTs9uiMz09WhDgeokOnp+Htt3bf4TKdXdPswP98LIyI6GvxMHY7YunXMI0ficikpkNV//ul2+YsXmadNY96zx7MvHXg9rVtDKOTk6BJ2lIN12r1zJ8g/hRYYPoTvTz8FwJByOLwLcblAsTywHY4iU2Zyc1mhHnrrG384fBiKxZAhHlJ3xw683tmzC3fJEye065Maa9dq6mIXCWoBnpZ29de7XvifF+BCMCckBKCc+BDgr78O9p4HMjKQ90RPEqemguTtdr2cHOYOHTDWPe4/ZQqLFi25NsV65PbgGTPA1ZK13717mcuW5YTdF7lxY+ZZs9Cco0ehVTnsAiNTpd0Kgd3ExYuMWbtqFZsuJPCGDcy//Cw4IdbGkkO4BLgu79ZqZY6NZbMZWndurvPCeXmcXyKKf3nLc8dhtfrQ8iZPZn7mGY+vLRbm/v2xEMXEgB/vNaVMWhokxLp1Ll6Y3Y4+vv9+hWcvSVjUdIaJwg/XQdeu6P5CQU4Io4Ovvw5wV+hw6NMMDxxQOHVCXDVBWgj0y6VLXHTqYU4OEqU0bAiBrsLJk1gEx4wJfJMgBLjhbpdiZozzL7+8ip0DawX4lSvM//xT9GtdT/xP28CJlMpgV8NG8erAXLAAYd8yA0AN2YGpsuva7SjSc/GiKwgSYIaxdeVKcqzdSFcMtbXXOnwYIfoDB8JTRETUpg1lvDaOenSxUf++DurWDbesV4+oVnWJgtiBmOdOnRBi6OyLhg2JCi6nU8bhyxRTqQ0tWl6CSpYkeuppA1WuFkTskLwlAURTQ0pQbr6RclKtFBVFVLqUsybaihWUXu0uOi60jkghYPv2al/0Qh9cvx5+WoMBGQ579/bhgyhfHg5du51o4UKypeXQ4MGg0G3diox+RDAPR0SQfgZDH/bwCRNQ1MFfYV6P6+nAZkMz5dfoE3opadPT4Vtp0UJJOuMj0jfQpkZGgrFSZOqhszQgvfMOaCizZ7v8Es2awfn4xx94TYE4IQ0GRPheuOBZxadcOTC2/vmnEO3zgVs2CpP+x52YMq6GjWK3w8fnITyE8O68JPJwYDLDcSmnR2nXTvXDRx9hdG/c6MpN4kJeHjz/Q4bA6+lEfj7REztG0T2R56lv/LdUsiRR08aCSoc5HWDHjuF6n36qCe0OtuRTXfNpWnnhbtrwbwXq3DqTHn7YGXEdZITwZn1mhiSBimYvUYoqlsxHDhMnPZB++IFiuo4AlVAFqxUySFfGpKSgnY89pvnaZAJbpGVLEB6eflqXLalAdgD27UuW2o2oX6cMykkx0++/ezoLg4Lwncmk4yvUqeJDBMfaffehuMPVQmagBJqeRJOS1maD8/CuuyBpixoq7+NWV0U9NBhQumjHDngyBw1CghyCLrNrFxyU3br5TiUrIzwcSbP++cdTAWvXDvMyN7cQD+gFt2oeFKJiAU5EEOBWa9GoUydPIheVR/H37dsV0qse3CiEu3dDXtlsyHMSHEyYGe++ix83bvSM4mEGjfCee6COOjV9iwXskAoVDTRq8X3UaNN0qn5iMxnJWY9SCGhCH37oTMXnhN1OidujacXp5hRVszS1ur8EVQzLI5aEqxKYpnqPChYLlL+wMKLy1ULJmJ+rJD45dIjoyhWydX9CCeYhJT7Fa/m5jRtRGt4tF/mqVTgnM5Pouef8lxQlIiKjkUwmoj7T2pGoUIk29PiJSp3RT3UXFEQeGQzV1/Gmhc+YEZjg8YVA8oB7QKYZnjmD9tWpE3iWwSLgqqmHd92FbWvJkqA4HjxIRFDSN23CAtGunfckVmrUrIl/crENGVFRuM2ePYV5Mn3cqhxwomIBTkTKTrQoZhSv5pPvv0fgjrcJpNLAz5zBFnLoUOSh6tOHINlGjYJ5ZN06raCVsXo1NNSJE11FHOx2KDZ2O+o2NH2oAoXPmQFJl5WFyf7TT1BfnnrKdSnJwfTPwou0/nBNeqB7ORowgKhOPSPFpYUR56sKFzur2LjqYDK0nJwc5LWKKKmSyLKg//57ohdeoGp1Srg0cHWCfK8KonsmL4LQnjULFoLnn3erNu8D+QUG6tETxSXWbImgks8PAYdt0ybdBUmdwVDzs/z8bkK8RQusNTNnBtYeb8jLK4IAJ8KW4eJFRFza7bpV5a819KiHAWu8EREg8H/0EXZYM2cSMVNICBKI9e+PAM9jx/xfqlUr9Jt7Tq0HH4SClZVV2CfT4lblgBNRMY1QRm4uCBRe4cWJ+cIL8LNpEBcH56UOw8SFl15injaNk5OR4+TSJTj9SpZkzsuyM7/4IvKYuLJMAS7nytlLqPRw9Cgcl++/z3nZDh4wgPmBB5gz0iQcLDveXnuNuUcPeGTq19ck+UhPZ140JYFXTr7AOdlCQw2M3RHDZ3clax7bbmfu8JDEZpPgtDQ8puQQWk6hXI0hMxN9cfkyZ2SAeCMEGA0+i2rk5TGXKoVOcSI/H/7M/v09CzT4QnY284MPCh40QNKeZzaDyzZ/vlevodWqy3rEc7p53KKjmStUcBaICAQ6Tsy9e4tYMGLXLnh0mUGJ0aUIXV8UmXp48iRzs2bMTzyhmYQ//ww67bZt/i+RlQVClfsc3rat8DRFZq0Tc/Nmj2l4y6BYA3eiqGH1uhr4jz9ChfClHiYkUEG5mrRkCfycdevCYvBYRxtFvPUiTCyrVysVw1UIZjsFjR6FsmwtWpC4HEdxYQ3pjTeD6NJFpj82OqhclFCK5xLBy3b5MmwrTz9N1LSpKyhn+Q9Z1LRiGvV5oyaVijBoykzWbFyKqKCALl/WtkGwgTJSJQoLIyoXJcjI2qAcKlUKWuH8+VBNa9WismXxc2pqAIERW7fCyO3MlZ6ZCRtzdDTRl18quWz8ITMTxXfr1ydaPN+hPS8sDNuVWrWg9rkb6Anm5ZIloYlrlG4de3jjxjB/ffVVYG3Tg7dixj4RHw/Vt1kzxSYVFIROvoFFI8PDYc4oVw7mtPj4AOdUs2bYDZUrB3XaaQ95/nnkYh84EDncfSEqCsNlzx6t2attW2jmGRlFfapbWwMvFuBOyDbewoThmkxIsNO6tepLux0mCm/OSyekhGRadqYlNWqkLAC/rbbStIzhMCiuWOF1L/0uTcUsf/llyssjOr0nk7452o4OH5Do9w0Oiiyr1KN0oWRJtOnwYaIuXSg3F7bkMwfzaUCz03RX3wZkDCtBQUbWnGaMCKe6lQooKwuClxnmEofDQGWjmCJC7dqsVer7mc0aR67BAKtRTAxkjE/z7Pr1rvqf8fHILZ2eDvNS3bo+u9aFtDQsji1bEs2da6DgEJ083AYDmDiPPooIVp09e2go/qnzpqBzPE0pH3+M15+UFFgb3eERRu8PDgdyc7dqpS1SLS/esjnlBiIiAmti6dLoh6SkAKJVw8NRrWriRFQwmTaNSAjq1g1p38eMQR1uX+tRo0a45+HD2svee2/RC0vI7fbIHX+LoFiAq1DYUmtHj4KWp1GS160DU8RHZQdmot9imlFQuUjq2hXf5aeZadjWp6h6FQlcQi88MsOe3dSXVpNt8nS6HGekS5eItv3JtPFQNdq4kahStWB9yVhQQDRnDtErr9CpoZNoyTwbVStnoQH1D1O5BxpRUJlS+gI1PJxC2EaN6jvo0iUo8ZJEVCJYYFAz69/PaIR673BABXaiShVMaJ8TwuGAbbpPHzpzBlrYAw9A+37mGR/nqZCcDLn84INIBBkURL4LKTRtCifE7t2gtrgJvbAwnQyGOtTCevWQ+XDKlMDa6Y5COzFPnABNskoVz1B5uXLJTRDiRaYePvUUcj4sXgz/R0YGtWqFr5YsIXr5Zd/X0Kvic//9CL1PSSn8c/j109xkFAtwFQprRtHNQDh7tl/te98/DorJKUeDXigNwVJQQLndB1N4uTAquXKR9/1aRgYZ33ubRtN0OpVemVgwRZ9w0Deb76C1S8xUq64PgvbUqWRu2po2PvYN7Y/sTL32f0RtQo9ScP3aFFS5gvY0tZAzGIjCw8lgNlFUFFF8HFOpMImMBlb4f96Ew+LFRMOGuYQKM+RMWprP7sE+uFIl2p99B23YgOo5hw/DEuMj+64L8fFIbNStGxyeLpnmS4ATwVzz3HNQ9Zcu9ch7qpfBUK+Kz9ixRIsWgWZXWBTKhJKVhfJKd9/tnTJ4LVLSXgWKRD1s3Bhe/Ro18Gx79lCdOqALnjkDue6Ncx8aikVbXcUnLAxCvCha+K1sPiEqFuAayMmtAs0V5FED8/RpbMEHDfJ6zoULRH9vzKehZTZSyfLhsF0OGEDnsyrQibfmeldNmcn+9hi6eN8Q2kUdqE5Nic6ddtA77xKt7LuMGrfTYanIOHWKLs3fRQvvmkolww305PrBVGXrQgo6sJeMdd2CgtwEADNRjqMU5aWaqV4dQXVrSXT2nIEkctrWg4KURElqxMcjf2ivXi7hZrHAhOIeeOHxqOs30La73qZ//kHyrbAwmMRVpBmviI1F5sYBA2Ar1zyOl0AcDcLDsWJUrgy7uFtj1RkMPa7rfM6aNbFuudWD9oTbgsJcCA1cdmA0b66wfrzZpK42Je01gB71MCvLx3pasiTMb19+CYn9xRdULkq4kpd17Oh9HFWpghzk//yjXP+++zAk1TTWQHArUwiJigW4BwpjRvFwYP7wA1JoejF/ZGTA7tz/nliqWDMMtu5+/UjUrE0DMuZQr37ePXMZ3/5Kp88FU9CIlyiIHHTyJNGzLwbT0slx1Poeg9fJa7MI2vbMYvrzwfH0aP+y1LEjUQlTNgVNnECGzz/zSbZ1OKCMirBwqhCcTSVCmKrXCqKSpYzawCc9Lfynn+DIrVKFyGRylcysVUvXV6jc0860ZqmFLtXuRC+8gEm/aBFR1646XHs3XLiAif3sszClemxGVPRHnzAaYfZ56CFo4qdOaX6Wsy+6hLgOtfD99/GuC5My1WzGZQLS+OQCxfXrB0YZlLnizNev6kEAUFMPzeYAqIeDByO94KpVRN27U1huKv36K96zl3KcRARap8OhvLoSJeDQ3LGjcO0t1sBvMwRqRsnJgV1NzuTqKnf+yiu6x5vNsCi0b0/UMOgSeN19+hA1b067Bn5L5SoF60YTWq1E5/+4QMnfrKT6M0dSzXolSKIgGjosiOb8aKCHKp9V5T/VIiGBaPFr/5HFaqAh3z1IdeoQBaclkTEtBVLu5ZfBSHHfWhsMZDYxZWQQhYcJKlsllIwWE8kx9PXrQw64ZL9sC5avY7eDiTNiBBYzk8llS6xe3bsWZLEQLZ4cT2arkYZPqEOlS0Nr2rEDgaa+cOYMJvXrr4Na7BX+zChq3HUXBMj27Uo1AuclIiLwuC4ri5s9vEoVBB1OnBjYrYgKoX2bzSA4t25dOL63LMSJbjhDxR2hoRDilSphLl254rarUUNWpxs2JGrVioy7d9K0aUh7366dfsi8uoqPbLJr3Rp2+MKYtoo18NsMoaHa1BLecOgQ/F4uZXvpUqjjd9zhcawQqLlQq5Yzb/WZM/DItWlD9NVXtP63II90H8xwukQfNlOpzz+gph/0pohWd9D5mGAiMtDnn4OyRleueORakSSYkTcsyaM2f35O3X7pT6UigykoP4fo3DmoJ6GhCB+0WjV7fWZsDPLyiMpFSlQqnBWV06m5GY147tRUVWUVWQOVcwJUq4b+KFWKrFkmMhoQpFGtmr4GnpMDpknZ6H/pyQEOCi2JoblwIXbQvhiZJ07AYTlmDAJMfaIwApwIDX7uOaxWy5a5VneDAbZqh0OVhsGNWigXSoqODuxWAQvwo0dhVI6MLFqofEgIzrnJQpyoENTDsDA4NGbOBBX2009p5GsSzZmDeaBX3k6u4iOXWgsJgVAvjBZ+K+dBISoW4B4INLmVxnzC7DPvyZYtoCP17ElkSE4CoblhQ6LJk4kNRlq3ThtwaDZja5iVydRo5WdUrUkUGZ4ZRgnJQfTEEzhmyBDnfePjNQJc9r8lJRENjh5PjQfcScH3tSKD1UJ0/DgcRLKXLCQErv2vvyb691+XyYQFU4WyEpQ1mdsdHq5RkQwG0LZiY50OJTlsXpKUvjAYSASFkE0KojAD+Jl6GnhyMhhkzZoR9To7lYL69CQiXHvvXp8uBTp8GNkKPvkE2rdfBGIHd0dEBAzwkZEojedU6WRN3GZT0U9VphS5st0nnwR2m4AEeHIy7i9XdypqqPxNpBnqIWDqYb9+SgRtly7Ut20ybdqE4TZjhufh9erBDCcXebj7bmX3HAiKNfDbEDKF2Rc0AnzvXkyqnj09jjt8GNu4wYOJgpPioC5UrowvDAY6cQL3atMG8jgxkejsGaayZSRqdGETlfx3O9GXX1JGlpF69IB/zaVwZWbipHLlXD6tFSuQia1PuZ0UtX8rBX08FkL12DFIT2dgjAv16hHNmkWmJ5+njEs5VKqkoLJlJDKGBGmFQ6lSHnvciAik3Th3zjnZjEaom0eOoKGECVAiKpyMZpxbrZoSyEMEU+6CBWCYdKwfR4bz51z5Y+bNw3wtU0b/Hezbh5qhU6fCXBEQCquBywgKAj/5vvtglHcaX+UMhhaLsw/cTCkjR0LjO3rU/y38CnBJwktu2VIbNFVU3ESaoR4Cph7Wqwe65113EbVqRW1Nf9Lu3ciP9dZbno9y331QTC5dwiO3bx+4Fl5sA78NERaGyehrTGsohLNnw57sVgvs8mWizZtBL45Ii4GAHzIEqpkzq+D69fjaYoGgz88V1KShgypLiWQYP45oxgzKDylLffrATDB2rOoGzvwnuXkGWrkSsrNfP6JWzawUMvY9Mkz8FNLv9Glo0DoRMMxE2d2HUkGbh6nch69SeJjwDMoh0hXgRDDlV6gAIS4EwfY9bBhReLhLLoSWDXcZi8PDMUmTkyHUVq1Cm+++m5A6tksXorAwOncOv/fvr9//u3dDnn77beDccCIK3JHpDa1bo1GbNyN9HrMr+ZUrg6GKWhgVBaEyYYL/S/vNg3L6NFTU6tWvXZbBm0wz1ENA1MMSJYimTwdx4MknqdGScfTfbgft2YMdm3oHLZtODh5EH991F34/d853O5ixs7qVNfDiXChekJbmVmVFlQslNZU5NNSZjyM1FTk7EhM152dlIUfKqVPMfO4ccj188w1+bNLElXC/VSvmuXOZjx4RnJZkRz4Ru515wADmqVPZbEbBgOHDkXpDnaOBN2zgk9/v4tmzkQrDVaBlyhQkDBEC1Rn27tUtRmCzoflZGRKLjEzkSJk7V3uQnE/DYmE+coSZnblQOih1AoRA1bILR/OYIyOZT51iYXdwbq6qlkBsrKsSQJMmqK8wbZpbtz32GMoGMZL7L12q/262b0eVrjVr9H/3C5vt6vOE5OQw//ILasw5x5XdjvfuemZnFZ+8POZq1VDhzQOqdqxahYIaXu+3Zg3+X8TqOj4hhFIj7xaDzYaUOJcuIdeJx6uLjUWNvw4dOP9cAvfowfzgg8jxo8aJE8ybNmEenTjBPGeO92Fgs8GZsXr1dXmka4ZiDdwLfOUIP3AAu9iQEMI+//HHUVHVCZsNpuU2bYiaGqLBhR41SjHSOjMRnj5NFH2aqc09EjW9w0EVKjlDoGfPJrLbyfH6m/TMM9Baf/xRu2M2mYg2bAqivSl1qUcPBC+UKEFkuHgBEZdffgmzjpzc342pYDIRZWYgKCcqkslQriwiQN9+W181CQ1VVBI3GAwgCpRY/StZ7ryHqGlTspoFBQexsilx2tAlCe08fBi5Llzdlp0Nz2v37nTqFCwUsr1fjc2boQAvWqT/e0Aoih3cHWXKYKcRGgobUGamZwZDpz08IoLovff8a+E+g3gOHYLTQY4mutaQGSqFCYS4QQgJgeXPnXro2kjVrg2byP33U6n2rWjtK1uoeXPMiZgY5TrNmuFaR4/ibyH8O5hvae2bik0oXuErR7jL/i1J2MKpnJfMyEFVoQJRh7LHQRX84AOlxE5+PjlyTRRrrkxLFgl67GEHNW1KFBIeggl/8CDR3LkkZsykESODKTsb9EN1EiZmosULBZXMTqKhr5SmGjWcwp0ZBOQRI9CA6GiiO+/UGPGYEUBRkCeoXKRE4aUMikC4916cP2SIIqjVNmMvZhQioiAjU/UNsymh1whKTyeyiyAKC1FtyUuVIlu2iX79FZdp0kSphENEKFhx//1E5crR3LkwO7nbHtevR9OWLyfq3t3LiwsERbWDuyM4GItzixYQ4hcvUkgIZGxeHpEkFHv4yy+DfOTL9uo1D0psLPb8DRpc3xSxcuELoltOiBN5Ug/j4lTDMSQEFabmzqXg54bR92XH0jNPSdS2rSvduKuKz8WLMOF17IjoTF9r+a1s/yYqFuBeITvp9TzhLgG+ZQvecIcOrt/++gvKZN86h8gwoD8oCMOGuX7Pik6mU+Xak8FAdHC/oL4DVRkDc3OJRo0invAJjZldi06eBP1Q1gJsNqJt2/D3wy0y6JHGCRRWOVIxha5eDff9yy/DaXnHHRopabcTpaUyGYREFcozhYTpOMLefReJvfXI1D4EOO3dS8a0VKr4fC+KjiaS2Ih2Oe2q+VJJmrc0lMJCJGrfXiecfsMGol696MgRTEx3f/DKlWDzrV2rSa1SNFytHdwdbdpgod64kei//7QZDAn3CgtlGjsWWrjm1s7FROaUe9jAbTa8y7vv1vdNXA/INEOb7abTDPXgk3r4+ONEhw6R4Z899MHmDjR1TAY99hjR778r595/P3Kr1KmDRz150vu9igX4bQw9MwqzSoDLRRuck+rECex0n264l0KGDkJGo8GDiQjC8+JFooTj6VSvpo0iyxpp17/B1L2HQbnw2LFE999PU870pq1boXHKDIyEBJgN5IHaIDiWjLVV/O+sLKJx46CFnDmDPafKrFNQQJSZLiiipERRZQ1kCPaSN8VohDa5cCEWKPWDyyli9fD990QvvURhEcGujIN2gQjNtFSmn38xUL2GQdSvawHVrOlGJbRaiX7/nbhXb5o7F7FF6owCixejm3/7TbNWFh3XSgNXo25deFNPniRat45CjXYKDXUmvzLAlDJ8ON7j1q2epxcUQMP0SJN77BiigipWvC7VdbxCTs95C3DFvcEr9bBGDWhSnTrRU583oZVv/0dPP43gYCKlis9//0EL37XLuxZeLMBvY+iF1cfFQYY1Co3F/supXSckQAF7pt5uinh5KAIOnEbatDSiUycEhRrt1DTkApWuVY7+2GKk++8HIYWIoGKePEk/1JpEc+dCIa1YEQrs7t2IjWnTBqYDg4HIEB+nDeD57DNw8SpUwORr0ICIMDCzsohMeRKVL8cUXjoA+lm1aiBmP/sseFyyoJe54O4TOj2daM0aEs+/SFYrTJJRUUTnLxgoNi6I5s0V1LYtUeduwWQwFVC1am4CfMcOonr16EBaHcrMRBIqGXPnEo0eDdv3Aw/4eWGFwbWwg7ujbFkIcUkiWrCAwqw5FBJClJdvIDYYqUSwoI8/Jho/3rMLdSmEsg+jefPrXl1HF+pt6C1AM9SDV+ohBSMMdskSeuTbvrSjxzT69FOmjz9G37durZTMi4jwTvMsFuC3MfTMgQcP4uUbf5oD7ToykvLy4P8bVGE7VX5/OOzi3buT1Up07ixTWpKDGtYXVKNOMBlTkoiqV9dWC7t0iejzz2n54wvoi+mh9Ntv0CzS0+EMTUqCTbh5c0X2GhLilQLHBw5APX3+eZhhmjcnMhjIbidKT2MyCgdVqGig4FAf2Qrd0bMnvIXPPqtM3hIlMKHdV7W5c4m6diVLuWquBIV16iA3yewfjNSzO9N99wgsABYLVa8qtNGYGzYQ9+pNv/yC9VB2fM6ejU3Jtm0+Ks4XFddDCydyFU+mJk2I5s2j8NRYZDAsMBAz0ZDBgvLysECr4eHAFALbuWbNAixRf50g1xsMJDz5JkJNPTQaFeqh9HBnosOH6c74P+i/ir1p/UobDR+OR2nXTrFOuReCkFHsxLzN4W5GOXCA6P67rYj7HjGC7HZEPnaybqb6U14i+uUX4kc7U3IyUfRJiUqXdFCTZkYqFem0XyYmkrVSTfrjD6cAt9mIRo6kPx76gt6eVZvWrUOQ5sGDiNxu0gRyVO3wM7IEFVZO7fb220RvvqmQXIODXSaT0uESRZYLIkNQEV71l19CpZk1SxF47mYUIYh++IEcL78GzreTrLJ3L3yoDz9MVLaCM0IzKIgoNJSqlTUrGrgQRBs20J5aT5LFgroKRIiq+/xz7IRbtCh80/3iWtvB1ZC9Zd27E61ZQ6VOH0AGQ7ORgoOYxo9jGj9eKw89NPCzZ7GS1a9/85NRG41YmCTplhbiRBhiFSpgajgczqyHYVWJt2ylGr1b0+60xhR/JNW1k737bhwTGaktBCGjWAO/zeFuRjlwkKiPtJqoQQPiFi1p/XqiRmc3UKt5rxMtWkSm+zrSmdOCctLt1LgxUdVaIVrhmZBAO/JaU+3azriaqVNpj+0+emFNN/r1VwSZrVgB4TdoEGzt7haPqpQE43ipUuAXhocjRL55cxJh4ZSZwWTOc1D5ckwlS1+F4yssDFuLTz9FdCWRpyNzyxbikBJkub8jhYVBJm7ZgmjnF16AzTo+wUA5eUZM/lKlqErpAsrNdV7m0CEShiCat+cOGj4cE/CLLyDAd+xQIsavOa6XBq5Gw4YwqRw6RKX+2khsd1CB2Uj9+woyGLT5OzQCvKBAKfV0I+3eviDTDG9iStrCQKYeVq/upB7GB1HuW+OpzIqf6Y/0+6hK3AF6qL2gUqUgvMuWVXKmqFGsgd/mCA1VgtSEgGbc8l8Ubdizhyj891X00Ia3iRcvpYRaD9C50w4qX1ZQo2bBFFZKx26ZmEjrzzVB5fmdO+no4pM0+OSH9OOPBipXDo7KatVAl6tYUb9NNSmOuEZNaMfTp8Pu0LAh2SLKUXqqoCCSqHylIJhMrhZNmyLZ1ZAhECwlS2oF+OzZZH3pDTIGwUSwciX8BC+8APt+yZIwx5+/FEQWkyAqWZKCbSaqXJmhhW/YQH+3foeMQQbq0AEsjZ9+gnuhYcOrb75XyAL8egvx8uWJhg8ng9lEEesWk8jNJ4vVQJ+MF/TJJ4os1AjwQ4ewkmt4lrcAZJrhTU5JWxjI1MPKlZ3Uw4YPk33PPlpY6yPqkTafHrjXTqVL43GCg7HDJlI2GsUa+G0Og0Exo1y4HEJ30XEKjT1DZ+4cQFnfLqEuuz4k08LVFB3emky5Dmra3IiyZl60Xo5PoA0HqlDfDul0/vWZ1CdrLn02KYjsdnjF+/ZFrgZfPquaFAf79/vvg1PXqhXlR1anrHSJSkcwRZYPJoPxGm67X34ZtpzRo1UmFCaKjSXp711kHziUhABxRQgonWo+c1QUNKEz54PIIRCsVK0KU0ICkbRuI83P60fPPgt799KlEN6B1r28KtwILZwIA2jgQDLUrUMRK+aSIy6JHn2UKDKSackSHOIKo4+PBw/V6ce4JSFTZW5RmqEeSpZUUQ+DKlPCz3/QhFeS6KOc96hzB8Q8hIZi7Fmtyq77VtkAecX1CvGUJIkXLVrE7dq14xo1anC7du140aJFLEnSTbtGverVC30NSZL4l1+Wcpv7Huc7IkfwLyWe4B2PDuWNfX9mU90mfHlLNB89YOOMVO/hza42PPgg/0OtuWRIIu++9wm+o3wajx+PsPKtW12R5j6v0bZtBx5NU3lS/Ts4q1o1tu/czRmpDk5LsrPd6vuZrqo/09NZ1KjBO19/nZ9qeQ+HlfiHF9SoyUfbd+XERIlnzWL+7TeEKXvDhQvMp45Zedl3s7lS1C5uFfk0rzJ254c7RvPIkYKbNvXISHDtn0N1jcULFvBDDz54Y8fn6dMsTf2Ks3cd4/Vr7VypUg63faADly37Nj9wT0/+6803Wbpy5fq24Vpdw2535W+42nbcyOcQgjk7G6H5aWt38Ybyz3BUaAF//omNx46VeOzYLXzvvb2YSOK2bTvcFLkVKK6LAJckiQcOHMhExEajUfP/gQMHBvQg1+MaJQp5DeV8AxuoGtegLziByvLb9DAfD6vNR1ef5Uvn7Gy3ec+roW5DBYOB36eJPIRe4rp0lOvU2s7ffivxxYuBP0cJCuGvaBSfIuLXKJj7dn+Ws9JtLCTfuT2utj8lSeIJHTtyKhE/SEEcTls4jkK4CdXnu+5ayDt3Sn7Ti9jtEnd57C0OpxocQd/zSHqY29CvTLSSIyNjOSnpxo4LAxGHGAw3fnympLBt5rf8UZsuTPQ3G+hlJhrJd1M4P3iT50ihr+FwsGQ286ABA65qbN2M55Ak5owM5pgDabzn3lFcKSiNG1b5i4mmMlFjJpLYYChxw+VWYXBdBPiiRYuYiLz+W7x48U25RolCXkN7fjl+g97mldSJN1Ezrk3N+ccffi1UG+4k4sdoAzehgxxGfzBRD/7lFy8Zm7xcozYF8V/0EK+icC5NFdlAJW5If8rnf0rEuyiIh9GHPJ9aMtH7TNS8EG0IZiO15Cj6nD+hV7g0nWSiA0xU7qaMi+CbND6X/vILDyIjd6KuTBTLUfQmP0HEYTd5jhTpGgsWcAkiNlzl2LpZz+FwMKelSPxrp7e5Lp3lSDrMRG8wkcREwTe8PwuD6yLA27Vr51p13P8ZjUZu3779TblGiUJeQ3t+OP9OnXktPcQ1qCYbKKjQbXiEWnEjOsXl6R8malKk53iH7uRzVJebUAUmMtyw/pTPDybi3RTEP9EwbkkfMlGdIrQhnGvSZ1yDrrCRjjBR5E0bFyE3aXy2a9eOgwwG7kRBXJ3+5p40mRvcAnOkqNcIMhg4hIiNVzG2bvZztG3bge+h+tyYjnAEpWgEeFHa0beI7SgMrouJPjY2loSXyC0hBMXGxt4W11Cf35fupiCSaD6FUDzFE5NU6DaE0RvEZKQMGkpE0UV6jnupPm2gnhRN9xIR3/C+cBDRa9SUYqgBXaCdRBRbhDaYqBQ9SFYKJUHfEVHOTRsX7le6kf0pMdPfJFFl+odCqTbJ9Y9vpzkiX0NiJjsRufveCzvPrqYNV3uNK1cu0kFKomRKo1JkJyLFiVzYdrxCRIvISL2L0I7C4LoI8Dp16pDRi/vWaDRSnTp1bso11HmpArmG+vw19A/tpfL0IhmpAd1HRBGFbsMmeo2a0TGqTr8QkbFIzzGfNtF0Gk1EG4loIhkMQTekP9XnH6fLNIk+oAL6gAwBnu9+jTP0EaVRWSKaQ0RP3LRx4R6WcqPaoZxvoMP0MJ2lfJKzKtzMOXK113AnFxZ2bF2LNhTlGkIQGY0fE1EOZdMjlEKbiagEETkK1Y56tWvTKCL6nIi2EdH6Qraj0Lim+rwTN9umda2u4X7+/WTksTSOt1NrrkLteebMVX5z67tf4176nO+jf7gETWEDES9etKhQzxFJxMcplGvRKSayM9FfPHv2yhvcFxFMSA7ORqrBxkK+D2yzWzDRGecz2Jlo0G0zLq7FNRYuXMRERia6m4mucBX6mBuqzHy3y3Nci2vc7DZs3sxcsSIzkWCiVCbqzUQlCt+OvDw+0b07HyLiS0RchTxNOreFDdyXJ3bQoEFX7c29UdfQO3853cHv0wTeG9qUd29I41OnUCQlkGsEGQxM1Je/o4FchuL5/vu/Zslu91sdRn0Ng8HIs4k4lkpzeTrKRqOVq1YVvH37jeqLIKcAtzFRGhN9y4MGDGQpgCo3kiTxoP79nc9xPxNtZKLfmSifjUYr//DD7TEurvYaQjDbbBL379uficYzUTZH0PNcn4grEvHga8B4uF364ma24fRpFPIxGvGvf3/BnTqNZaIINhiCC9eOuDjmYcNYeuopvlK6NI8hKvw1ioDrygNfvHgxt2/fnmvWrMnt27fnxYsXF56re5OvoT6/Ro2aPL5RY/607EReXHEkJ93VmY/+l8/HjzPHx3vnccvXeKhdO65evSHXMZ7hnSU6cFQZB6qUCQFOkw8BKF+jXbv2PLJsOT4REcGHWzzKzerkcblyzBUqMH/0kX8u+dX2xbx5S/mBBx5lojwmsnBoqI3j4iQWDgm8YF9CXJLYYbXxokWL+a67XudSpRZwzZo/c6VKORwVJbhMGeYvvwysHTd7XBT1GkI4K61Jgo8cdvCDD17g0qWPcdWoN7jXfffx6lmzWMrOvuWf41pf40a2ISWF+YUXmENCmIODURHxl1+YDx5kjo+XeOHCxdyuXYfA23HwIHPv3sxff818//0sHnqIV86eXbhrFBEG5tsklOoWgbDaies3oI5lj9IPhlepegUbpX2zjBzGEhQSgkQ6kZFeguhgaKMhQ4jeSP2YTqZXoS9yX6P9+3EeCaFUNfcCZiL6918ybFhPtHw5Xen2Mj325zvk4BCSJGRj+/lnVzbZawo5DYYQyJZYvz4iLlu0QEQ/CxSLoCCdrIdCEDETG4PIYEBO7EOHEMxXujTSrTAjrcvw4Yjev1UDEYsKZxdQkJGJmeir6QY6ehTj5YF77PRUj2wcFBSETgkNvdlN/n8Fs5no66+RJE1OvNawIbJehobiPVStqkRB+43CZEaFkQULUDJx9mykGmjfnviVV12v8nriVg8UvfUQEkJBI1+juVU+pE6XF1CQKZeqTHyNwkoICgpCCtikJM+Mq2oMGkT0fub79GLq59S5WQINGeLMiSGPGHmme0O9ehgZ1atTrQomWvfEIjIYmKpVQwrpzp2RhvZaL82SpKwvoaFItFWlChaM1FQig9FAbAxSEsfIYCYSAoUNnJDzhufnI8y+Vy9USrFYkE9lxIhbPvFdoSB3R5ARL+X0afTBmTPOkqWhzhy6YWF4twUFt2wO7tsNQqAoSIMGSKwpZ8h96SXI3/BwpHuIisL3zAEoDw4HMq6tWUP01VfIvFauHAb0k08S0Y1RQIoFeCFhMBDxCy9Sw32L6cORefS4eQ1FnDlIlb/9mIKDMf9sNqKUFGc+Yh0h1KUL0bGLEZT65iSadbkP5eUyffSRU+DKEtJXoqXKlTEqX3yRaNMmalzHQr++9g8lJyP3VEQEigG99BIS+FwLyGuKwYB1JjQUyfIOHUI1senTnf1jNBAHBeNg+eGdOw8yGFyD2mLBOhQfj7wnw4cjneezzyKx0L59RE89ddvkTPIJWQ4bDehAZqKt2wx09914/gYNiIJDnLVJg4MhHEJCvJevK0bA2LkTisaYMZCtlSpBSV60CKmEcnIgd0NDlXzsfgV4Tg5KDyYkYEU4dQoVISpUQDKjG5iErFiAFwVlyxING0Zv5HxGhsgyNL3zHxS+/leqtGwWGQxInBMcjC1bcjIGjnpUhIUhF/hcxzAKDRG0uv+vtGABNE+XEPeljRsMkH4NG0KNq1SJ7knfTD9PTKLDh4m6doWAzMpCyaj9+6/+keV03vK2MCwMgic+HnUkvv8eC5YMNjr3js6iomwwaiaF1QrBnZwMc0xGBqrBbdtG1KMHJllyMhYHb1XcbnXIa5jBoAhvYqZz5w2Ul4faGw88gK+Dg0mpRRkUhH92u35R1mL4xdmzGDv9+2MehoYimVVUFOphduqE3aqc8TMqKsDcZjEx2B7WqQNbTEYGNPFXXkEO6AEDrutzuaNYgBcSrpc8ahQZF8yjebPy6LOfq9DpGVsodNrnVOmvZSRJSn3DoCBM1NRUrTY5cCDR8pVGohkzqNq00bRqQQG9/DJKKroGkS9tvF49ZKIfPRoVgPr2pU6XfqGvJttpwwaiN95ACu+uXZEJdtq0opskZEEkC3BZAxcCmRPj4nCfWbOUZhMRMans+W7tt1iwDpYvjwlWsiRMP1FRykSrVg192LXrtdtJ3Cg4rUbYeJAivMlgoK1bUbhi927kS3c4nAI8OBiDJDwcnRIRgdW/2E0VMNLTMfbvvRcbGLsdNU5yciDQ162DyS41FTbv4GCMPbn6lk/t+99/id56C5P3tdfw4saMgfDetQu2UXUazhuAYgFeVDRsSNShA9Xf/iN99hnRk+Makn3tbxQyagRVPr6NHA4IvBIlFIU6NRUDiZnosceIYmOJzlV5iKhdO3rw789o0iSU0czOdhPietp4/fooxTZ0KNG5c9DUatWiPmINjR2LOg9ffQUT3fDhcBo+8QRpS5kFCFl4y5Bt4FYrKu789ReK2H/zjSJoDeS0ewcFE5MBzk1n22WlskQJaN9XrkCbv3QJmvzkyVhwjh6FmaZuXWhMqamFb/vNgFfhTShsnZFBdN992N5rBHhICD7IlTHkIgrFphS/sFhQQOqOO6DX1KkDxal3b5inFy8meu89rI1paRh7UVEYi3LhcBkeApwZeY6nTUNBU7mcz5QpmIdNm+LF9umjOeVGoFiAFxHMhNV41ix69UUHlStHNHHzvURLl1LQkEFUKf6wS3OVE8aXKoUBk5yM8594AtV36MsviWbPple6xlLHjpDJHpYTd228Zk3YSOx2opEjIa379yeKjqZnWp+k557DDm/xYlS3b9ECwrBTJ6JNmwr3rO7aN5FSqejhh4m2b0f66g4diL79VjlJrnzPBiMu4HRuWiwKwUIW4HXrwvlbvz5s9x9/jCLR334Lk0r79vh35cpVvbbrDiEUM5NLeMtwat8PP4yFNDsb2qFLgMudzAy10GSCFm6zFZtSvIAZRaMaNyb6/Xc4w3fvxlQgwnjZv5+obVt0aXo6hmG1auh/2XSivp5GgNtsKBG1bRs0lDvvxCT47TcU1Pz4Y5RXfOopj+oPxU7MWxSuF9OxI1HZsmRcv5bmzsX7PVypK9HMmWTs2Z0q5FxEQdt8onJlmWx2AxmNEOgZGai+vnw5wRzyyitkGPM+ffstfhs/Xscmp9bGjUYI8ZgYODN37YItY/BgohUr6M0X8qlrV/haVq6En+XcOQjE999HGU11rU9vcNlwjVoBLmvgLVtC04mJgRY+YwZRfo7kclrKzWYyuASU1SxcY10W4KGh2NrGxBCNGwfn6OnTRKtXQ6A/9RRMQe3awb55K8LFNAkirSRw/h0bi0XqgQegfcuFO1wCXLZ/2+2QNlYrLlpsStHFnj1gLk2ciCkQFwcBPXUqzHldu0KoR0VB887OxppYuzYKaISFeTI1NQI8IwNKWkEBJk7lyhjXly5hoE+ZAhpRWhq08puBa84s/x+AEKp4lfnzmR94gJmZv/+euXlzZouFEZFSvz5zSgpnZzMnxElstSKRfFISs8nEnJzMXLYs84EDjHDOSpWYd+/muDjmypWZV69W7udxbyGY169XDvrgA+aXXsLfq1cz//wzSw7Br73G3KMH7vvcc8wPP4wItCFDEIV26pTvZ7Va2ZUuwGJR/u7dm1mOCu7Th/mnn/B3924ST5ui5BeQ267usysxDl6/FsccOKA0OyEBj8TMvHYtc506zAUFzAsXMletimC3r79GNx065LvdNxoOh6qYhfphVS9vzhzmv/7C3889h/HCzLxiBfOuXc6DcnPx0MwYE3l5yvfy3//jOH+euW9fjIOpU5mHDcPfixczjxqFufPnnxivOTl4N1lZzNHRGM8WC+age1yNEIhFY2bmM2eYBw7ES5Mk5QUXFDA/8QTzsmU44eWXEYvvBj9xedcMxQK8iHC9fIsFI2bvXhaC+dFHmceOZby9N99kbt2aOTeX83Ikjo/H4WYzKs/k5GAijx7NnJrK7PjuB+Z77mGWJN65E8JdFrB6gpBPncJCIUmQfuXK4f9WK/OkScx797Ldzjx0KAS21co8YQJzixYQ4j/9xFy3Lv6vN9gkybkYOWEyKccNHMj888/4e9Ys5iefROP+3WXnypWE5lgZctvPn2fe8ruD2eHglBTmrl2V31avRl8IgYXngw9w7ocfMrdsCRk2fz4e1SX0biJckZVC9YXOy7pyBc9gseCrBg2Ud7t0KfO//zrPN5mw2jJDmsidIVcfsNlu2LPdasjIgIAuUwbj4pdfILiffZb58GHme++FgpKUhDmWm4tuy8/HeJfHZHIy/naH/C7577+Ze/Vi3rIFP8jCWwiEO7/3Hv7euZP5mWdYLyFSsQC/xaFZvT/9lHnQIGZmjo1ljopi3r/fedDgwcyPPcZsNrPJhJD7ggK889RU5pUrmRs3hoYQH2tnR7M7WSxYyMzM33zD3LChMp9leeAaGCYTFgmLBfd66SXm99/Hb5cvYyVJT2ezGcJwxAgcNm8eBMjOncwnT0ITHzKEOT1d+4w2m6KRCKEd9E8/zfzdd/j75EmsYcKGUPpHHmGeOVN/AAvBfPw47s2SxJLVzo89Jlz3PnpUEWYxMcyRkRB0ksTcvz80f0mChh4VxbxpU+Dv7FrDp/CWPzvxyy8om8cM5a5uXeXnhQud44UZHa5+EZmZSsdbLPh8IyTDLQSLhfmrr7BoP/UUxsfjj2OD++efzGvW4LcJE/A+Cgqw0AsBQX76NIQ5M+ZSRob+fSSHYOnnucz9+imrq3prtXYtc8+euLgkMQ8fzrxjh/61igX4rQ3NXE1NZY6IgNBk5h9/ZG7aFIOHLRaoBUOGMEswoyQkKAMqI4O5fHmYEmw25swV29hRpRpbMvJZCCzwPXooY0iS3BaPyZOZz57F32fOIK1aVhY+b94M9ViSOCeHuWNHaIFCMG/bhgmwdCnkw9tvMzdr5hSsrAx++RkdDq02/uKLzNOnK8dWqejgUyfQsB07mKtV0x6vxoEDzHv3Kh35/LMSHz6EG+XlMf/6q7JwTJrE3KED7lFQgA3Ke+/ht+3bsUv51X9hpGsOeVcdiPBOSMBaajbj85w5mPsy5s6FBuk6LzVVeckWi1agq80q/88hBMxL9ephDOzbB8UgKgp6SlYWNPIqVTAWhIC2nZ8vJwzDlJAFttUK7Vw3g6jJxNJH41i8+BL6n1krvM+dY37oIdhhmKGdv/SSVyntL0vptUKxAC8i3Ocrv/AC87vvun577DFFGebsbOz/33mHmSGcEhMVOfviixiIWVlOO1y3Hpzz1njOzMRgbN2aefx45b6a1X3FCuY//lDaMWAA85Qpino4YwbUFGZOS8M2Uxa8x49DaE+ejMM3boTG/+mnEOrq3brNpv38+usQrszMLEn85EAHf/ON0sZ27RQbrzv27GEk8XLikwmC161WJsvWrSiAzIxJ16QJ84IF+JyQwFy9OoQeMyZ1hQre73U94LGI6glv1ef587WvaOhQpf3MWPCPH1ddLyNDm5UsLU35/D9iSvn3X7iW7rgDfpFjx5jbtGFu1QqL3cWLWMwfeQRCWQisa7L7QJJgqktOxmchkMRK/l2D5GTmF15gx7gJLEzOVVYtvGW794oV+Gy3QyFzaSGeKBbgtzhkQerCyZNQDZza0ZUr0A7/+895cGIi9s1ffcXMeMHJyZibf/0FwZmWhkFmP3mGRWQkZx6P44QEaBGVKjGvW6c1owjB8OZ9+63Sjn37mGvUgASWJGgTY8fCdsPYJDRvDjMKM75u35751VchI+LjofE/8ghrii2rHZjM0NjHj2eX5+fHHzHG5b7ZupW5dm19OfPnn1BkZBk3fz7zrJnCNWkuXdL6hXbswPPLmtThw+hqefd68iQ0/i++COzdXQ38Cm/5OydSUpjHjNEKlpo1tX07eza2+S6oHZnMWMXl1Z75/7Up5eJF+FcqVIAJMTcXZufISOZp0yA7V6+GyeTTTxU5m5ur7HCEgPktLk65bm6up4mQmZlPnIBHdMECpTi5WngLgfkj272ZsaKMHOmz/4sF+G0Aj+yQjz3GLjWUoWU1asRsKnBO8nPnIImWLGFmfJWWBtlepQoEU14ePttGjGJ+6imXw3PtWiwIp0+7+cgysyBN1Y159FHFMylJzLt3Qyt32iXOnIFms3YtDs/NhdmvVy/ICasVWnn9+rDRM7OHU/LDD5nHvC9cKWQvXED75IyyQjDfd59W05SxaRMmmPwM27e7NifMDgc7rA7+9VdtnvVhw+Dwl7F2LSb5+fP4fOkSttrqeXYtIYQb00T+0ofwZgYzYuNG5fPRo9hRqA+bNQtDwwW1I5MZN01J0UqFnBwI9v8nyMzEMC5TBu8wOxvmvEaNmDt3hmC3WJjfeAOMJJnN43CgK9Tmuvh4jAe5j202aOkuhomM33/HoN+xQ3Fgur/kNWtwjGy2sliwyz161OfzFAvw2wAeAnzzZngHnT8IAWfLO6NVNo8DByDpZI8WQ7N87jmXBYatVubk0xkslSvPYu8+FgKCdcIEXF49t4VgFuPGQ+VXt6NJE2UUSRJsDOvWuQ45eBACWp4INhvMOA88AKHocECZb9mS+ZVXFLOgjE8/ZX5rpEPzrLVq4boyNm5Ee90nzurVWJRknDuHOaHu2L3/OFx2cWbIr/LltbvWL7/EBM/MxOfEROwuXnzx2k4gD2el/KUf4Z2WBjOa2mQ9a5Z2IWKGSevSJdUX7o5MZk/btyThmNvclGK1ghpavjyYTDExGOsvvYQFesECdOvFizAlPvqoYhax29EtamtTSgrGk/r9p6a6uQ0kCdueQYNcK6ckMUs2N+F99izs3mfOKN8tW6Y4YXygWIDfBvCYw0LAeymTmRnaQPmyEv/zj+q4zZshxFXSbvNmCEBZk5Ak5vwvZrH13rZss+ImVit2e126KNtFZmaxYCGLv/7WtqN1a4Ujzgyp/+GHGlXv778hxA8cUE6bNg1CUXaqyfzxu+9WOdqYecoXEo94WTtKn3kGir66GXffrfDFZSxdqghdZjxLx47aZ0pPlXjlMgcLSengH37AgqJmxjz7LMw9shzLyGC+/34sCL6KWwQKXeEt/+D+2e27ZcuUXY6Mvn3x/Gp8+aV2/fVwZDJrKYUyzObb1pQiBJTbBg3gL5EX5tWroWEPHaooDStXwmQycaIiGG02CG+1cpCZCdOcek3Ly8NC6kJ+PlbV11/X0FEcVgcEuAzZ7i1vQeXv+vTRCnQvz1YswG8D6Clh/OOPkEYqLJgnccOGbg6URYvAvXN66yQJdtzfflMJMpuNpTsac+b3y1y75fx85jvvhMlBdnrynj0sfv5F25alS6FOq788epT5k080DVm3DuYU2blus8FXU78+dpjMEIQLFsBEMXMm6Fazptv5uee0j75wITjdaqxejc2AWhbNnevpTBowwM2MwMwb1guOi1Gq/EgSHFlff60cY7VCSXr5ZeVR8/KgqXXpcnVWBg+miQxv/EgVMjMhJ9RmIJsNpjKnO8KFSZO0OxJm9nRkyhd1JzDfhqaU/fvhd2nQAONDCDinn3gCSow87iwWyNmqVbVsPatVCdCRkZcH86JaCbDb3Uwn8fGg/0yerO1bp9lOwygaOxbOC/V7nT+fedw4v8/n4R+7jigW4FcJjxdlMmHvp6JZCIfEPXuCsq3B1KmQlM494ZtvwowRH6+ak7/9xqJ2bU6ONXN6OgbtpUu4xZIlGPimi4nMY8eykIQy3ux2zJC//9bec/Fi/FNRWebPBxslNlahDv73HwT7nDmK2MQxcgAAnqRJREFUA/P8eeaOHQT3623nKZMFDxmiXFYItLtUKe3ckCRcW1ZkHA6sce799s47MOeo50t0NPOOv512ducJsgMzIUE5Lj0d3agW7BYLtN22bbX+v0Dh4axUP2gA361cybxqlfa7vXuxI3HHp596mqg8HJnMnpRCuaHp6ToG3lsPsbEgb5Qvj3dltaL5P/yADembbyqmjgsXwDjp3BlmERnqAB31d6dPe7Ir09MVui4fOgTtefly7ftyIKBM032rVyPgQL0wZmfDFi47b3ygWIDfRtB9UR99BK8bs+ttJiZi4GqiB4VgfustjNTcXP7vPzAULBYIqJwcdnESxeeTOCsLmprFAh53uXKgVyXECzaNfJ8dSanaXcF338EIr4bJBC386FGNlJo+HVYXtWA8fx5Ne/ddRT5YTQ4e95HElStj66t+FGaYX/bs0d5y6VJEf8o8XZkBo8asWVhI1NeyWHCu2cyuicaMRW7gQO350dHo399+U76z22FiadFCsZsGgkILb7fvs7OhfavNRMwwL3ks4gylzv1YD0emDDWlUMYtbkrJzobZuEwZOCrlZ42OhiZ+553wt8hYsQIC/fPPte/BZFJiaGTYbLiOe/8VFEDwC0lgm9m7t5MSpoJzTGlMHnp2b2asMi7erG8UC/DbCLoRV4mJCOxJTNRM8MWLoSlqdrySBO9N584sLFauVQscWJkrnpnJoDpFRTEnJXFBgRIING0aTO7Z2cz50+dwyoa9rgg0IRg3qlZNS7pmhq3io4+wQjhHm5AEf/ABxq5625+aChvzU08xF+QqQvTDD6Ftjxmj3ba++io0SjUcDoXPm5GhH3izbh3WFRlyn+7cqcrX4pxwOTl4LPcUFH/+iYmv5lQLgVQFDRpAA/QFXaaJe4MC+H7tWti/3dG9O+y+7hg7VqUpytBzZDJDMultKbKzvZCcbx5sNjBcK1bEgitTJ61WjJHISAhp2WZtNiNauFo1JaCMWVn45QAdGQ4HhrJaQ5e/T0pithbYoZkMHeqpOasUAtlUxvn50NLVdm9mvIcePbTajQ/cSAFenI3wKqGbMrJqVZRWmj1b8/WQIchG+cEHqi+NRqL584mYyfDcszRwANOKFchOV7kyEtOlV2lOPGgw0UcfUcmSqCJisRANG4brPfccUXjzelQu+xLl5yM5mt1OxOGliF59Falm1WjYkOiee5ypENEGITGN+0jQnXeinXJNz3LlkBEw2CjoiSeI0jKRGLx1a/y7dAm5zc+dw/FyfnA1goKIxo5F1ji5Ooo7atVCNjk1mJEn/MIF1YUMBipTSqIZ05lee02bUfGRR5D5s0cPlLST38+0aciJ3q4diqboQZ3D26OYrbcs/zrf5+cT7d2Lgg1qmM1Ia9q+vedlXNkI1ZBTy7rXxZRr9rlX54iIwE0cDv0HvIFgJtqwAWNTTme8fDmSbu7dS9SqFVIQ79+PcRESQnT+PLI0XryIPPAPPaRcq6AA3VyqlDbB45UrSNpYqZL2/jk5RCVtOVTio/cwqGbPRoJwGXLfqZLcG4iJPvuMqEkTon79tBdcvBiDq1q1gJ//huHGrBP/f6HryGSG1lu+PLQi1QHJybBfu5umOTeXuVUrPjB0Blevro0jSEtjTjmZyqJsWRaHj7jumZ0NW+GddzJ/984l5okTWQhcKj4eipqUkoZ2aHhqDA1v8mSW6TFWK7PDLthulXjoUNi35ehLm1WwZLXzxx8Jvvtu7DI3bcL21+EAI6tePTg6U1OZw8I8fW02G+KY5s1TnFRqpKWBRq/WXGRNZtUqNyaBJLGwIYeKnk/pzTfBRFHvDJgVbVBm3ajvo+uslH/Ug5fvN2xw0fw12LHDlbRSA0mC/V+XDZiZqU+lycnRUdkZD1wUg/81xMGD8OHXrQtTiNxNubngcJcrhxAF9Xtetgw7py++0H4vB+joJZ6Ki4NS7f4aTCbm1P0xLIYMgaHd3Teg0rzVX4mVq6B9uzuEExOhfWsGoG/cqDwozMUmlGsCr9uljh3Bv9ahl9Wpo5PSIjmZRd16XK98lkemvaws5pyPp7LjoY4aap3ZDNNepXJ2vvTEaNfElllnCQnM9tffROSYO+LjmceOZSk5VRMIYS6QuGcPwa++ignhsCp2hZ9/RtTo118jLF9+tGPHELjzzDPgYjuj9zX48UfQALdv9/xNCDBY3LfDQsBx6W6+ZCH4fLSdy5QRrlQwMhwOmCuefNJzIi1eDCEiL6Cu7bMefAlvnd/y82FScn8GZpgMXKkVVLBaIcB1b5Wbq88w0aMUyrhJppQrV5DgrGxZmPbU42njRvh2+vXTsm3MZsQYVK+OWDM1HA48vl4+neRkJVZBDUliTt/4Lzt69tbEPGguqvOy7SfPINmKHj1w8uRC52koFuC3GbwK8PXrkWrQ7W0KgcH86qs655w/z2PCZ/LrnT0HU26ahW2167N1+VrN9w4HtJ0x4V9zzPpjmt8KCpiT9sayVK48S8nuVAdm/vNPtk2byXar9iFysgV37Cj4/bftWn4sI49PtWqYlGrk50PLqlBB8eGqYbEgEHXWLJ3nZgRvqAOBXG3JgTPTg2ghBH8y3sGPPiI8JkxuLnYmaru6jA0b4FJYt87Hu/M1A7389vvvSs4WdzzyiP7Oo6BAX7Azs3dHJrM+pZAZg+EGslJyc2HDL1MGzmW12T45GbEy1at7ytOzZ+Fc7tbNU7nVC9CRkZEBOeuxYxGC839ZxtYeT+gni/civEVePku9emtjJmTExCD7oLd34AXFAvw2g1cziiTBa6nOZORESgq283qa6uHFJ7mKIYkdv2/x+M28dA3batVnU5anavLrkA38evU1HpQ0SWI2D36Gs0dP8FDohENi87RvWWz2vFdqssT3trLzV9M8pdySJcwhIQhCcX/2sWOZQ0OhvLjLkdGjkYRID599pj+PmOGwlMPm1bBYmBs2FPzrEs82xsaCaq/nNP3zTwhx9yAjZi6S8DabkaPag8/N2GlVqKB1DsvIyYFDWBfeHJnM+pRCGSbTdTel2O1QTCtVAl1TzeEXAlz/8uWhpLjLv6VLoalPnuy5gMoBOnompdxcT643MzNbrWyf+AUXDBrO0pV4zxO9CG8WgsX7Y1gaM1b/vY4fr0+Z8oNiAX6bwasAZ0bky2OP6f60YgUSPrlPbCGYG1bP578ienoYbIUk2NGuA2d/PM3DBCNOnuJ5d07jnj11WGXHj7OoUoUTz+VxaqoiWO12ZltSOqSuMx2u3AiHxc7nzwlu3lzw3J+1o/L4ceTMevBBBFuotaWcHAjwRx8Fi1EdZbhlCya2O9WQGYFAM2bodhVfvAghrtfP27YxV60qODvDc5L+9x8EtWyCUdu7DxzAIqrOBebzZfr4bcsW5Pz29ptbbJcLGRlKpklduEdkqqFHKZSRlaWvoV8lhABVs0kTmNDcTX0XLmC30bixp1nEZMIuq0YN/fcvB+jobR5MJn2uN6ensxjxGue/MYbN6TrmJm/Cm5l55UoWfZ5gKU/H5HTmjL5NPAB49adcBxQL8GsAnwI8JwfqxsmTuj8PGqSUFFPjo4+YX3nkLFRIleopBLM4dJhF2bKcdDxVq92YTGx97U1u0cTK48Y5MxuqJ0PPnizNnMXZ2TB/5+RAm5EkhoT74gtFINjtbLMKV07lO+5gXrMKQlwIbIGrVIF29cQT+KduS5s2sCB98QUofHJI+ebN0FS7dPF85h07QIvXg93OrgRXen09eDDzG68LJZuWCkuXoq2xsZ6T6/RpbPEnTnRyhougfVss0KLV2e/UGDvWu5BOScG9vcKbI5PZO6WQWTGlXMOY7iNHIJxr10afukf6T5kCauD48Z626zNnmO+6Cwu6nj/QYoGGrddcqxVcb49HPXuWedAgNk3/njPTdRY5Xw6OM2eYH3qIHdHn9F/r++/rc0EDwI0Ko2cuFuDXDF65w0IgEuaFF3TPS0uDjN7iZsE4fhzaoX3KV6B4OCNRXIvFc8+x9MqrnJQELc41CL/4gmO3nuXy5WF3TExU+bR27mSuV4+F1cZWK367fNk52YSAh3LNGhcZWp1CVk5+tf1PwcIh8eVYwWXL4jerFVr4gw8q2vYHH8Bcwgxe+513wka6YgXmXYUKqio0Tly6BN+AN+zdC4em3oKZmIh18tABSVeIjxuHNuiZMWJimBvUFzz6LU9bugs+BPv27XDQekO7duxKGuaOhAQ/aXC9OTLlNrlnKVTjGplS5Aj0smUhpN1NGAcPwjn9wAP6esqSJdgFydX/9JrpHl0pwxvXm3fsYO7Vi20bN+vWt/QpvPPzEVW5Zo3eUIFHvn9/7xVJ/KBYgN+G8CnAr1xBYI9HvDSwZg0cgu5ZBps0gXmAR492RWu6hFdiInNkJEvHT3JKimqn7SzwsGkThOSZM5D9GRlODbNdO+ZFi1gIpehrfDwUPSnbmXzZmZzaPYXs339jLdm3jzklSeKSJYWmvVOnIrDo6FG0u2VL5dzMTDg25VJukyZhDqlhtcLU4G3nn56OGAu5D9wn3qxZ2NY77EITfi/P5cGDwQjzmGBCcFKi4LvuQuSmnrPUG6xWdJm3IKGMDCzE3p7p8mX0m1f4cmQyQ/LpUQplXIUpJS8PC19kJBZo9+FbUAAGTVQUzFDuc8BkQmbImjVZm8zN7Rpy8Jk7hMCirskdIwTs0v36sThxUr9Igy/hLQTCQsfC7q37rkeO1GexBIhiAX4bQteMov5y0CDPEEUVhgxhfv557XcTJjgVd0nCAY8+ysJiVe7z2WcIs5dQUzIpidmx76CrWOVnn2HbmpcHAZqczGxbuY65ZUuW7JKrwK68206IF2z65zDz+PEs8gt0572c/GrfPmajUXh4bOREWOvWgQ+u9rMJgQldu7ZS49A9rfLgwexBC1RjwwZlQrv3t8OBdW72bHY9mGSXXILFZIJpR94ZuC7ivFBWFnKn9O2rUr582sewGM2e7b2969d7JvhS4+JF73Z/ZvbtyJR/T0nx3sYimFIcDnC1q1TBIqvHrtu6FVzvnj3dMik6ER2NHU/37vrN9xZdqcaVK25cb7MZk+LFF5lTUjgnR+faPnmhjAH6xBPMBQWusa/Bvn2Ya1fB4ikW4Lch/ArwvXthK/GyLUtPx4RRU81On4aQs9kYql7nziwGP8nCoZJItWq5KvtmZzMnns5ix+h3UDBYwliV+dAFBcyJ8RI7mjZn2/rfNWlZmZnNeXZOTBCc8+OvbP1lkUdT5cdZsAC7AyLnOHcT4nv2gCt+xx3aqGQhlPJh7dsjyVXPntp7vPeec9fhBadPazPTuff5/v3os+RkpyXIpnViJSWhy+bMYd2Xlp8P+3znzk6HmQ/hbbfD3iuXf9PD6NG+U2icPaupAaIPX45MZqzOvrjfBQUBU+E2bwaPv1UrnWAzxjgdNgxDWR2oo8bixdDKp07Vb7YkoW99bQySkuD6cZ2fkgJn0YQJzGazq0iDRlj6E97R0cgVoc4Brm6fELiHuz2zkCgW4LchhPBih1PjgQeUjE06WL8eDjV1Yp4771SxEHNzWdzdisVbKhXy11/h8nfyrvLymHPeGs+W81fkU7hJE1clN7bbmbNnzOXcto9pBpqww+4tBHN2spnTR3/OWX9p+bTqyTp9OgS4K8BT7gDnQbKTs3VrpRvMZpjZmbGOjRrFbDRqq/Z8+613Nod8DVeCK512MSM4RBPEIzMRnF8cO8ZcNkrw9j/1hbPVivS297cRXiuYM2Oh8id8W7f2bj5gRp4Xv3EivhyZzL4phTL8mFKOH8fCVaMGMh27D10hYMuuWBE7RY/kW4x14vnn2ZXPRw/u5c/0IHO9XUrwyZNwjsyb53qHqak6OYV8Sc68PGgLqgTtHnlvdu6Esf8qEpnoavXXEcUC/BrCrwBfsUJJy+cFTz+NaEYZEydqK5iLpGQW9eorhlMhsDCoJIn1pwWcuuJv13w9exZaqRwBacuzsKV6PU7f+C+0bOfgVzcr7/hFzh71MaeczWKr1bPJQjAHBeHWGuVOJcQ3bmQOD8fzyKZcd9714MHMpUszf/wxZNTGjX5odQwN3JXgStUe+f/p6eAnayI+JZVzUwjeuEFw+fLezTUOu+AXnhfcvLk+t9vhQJCQL3NPYiI0VV+y99gxmCt8wpcjU4YvSiGzYopxky6JiTDTRUUhsZSejI+NhRmoQQPvztjTp6G59+zJXhc9vfJn7pC53q5jNm+GHUe1HfAo0uBPeMt2748+0gxkDSNJkjDR1Fm0igBdRe46oliAX0P4FeB2OwzA3mYBQ7OpVk2po3juHCaXPDeFYBbnL0AyLFqEL/ftA7laVot272bbD79wfLzi39q4EdpTbCwmh5g6jR29+8JkkqHY++QBbTIxiw0b2TxjNsfHCd1spaVLY8x37+428Z2j2GoRXKoUbMqPPQah657oLTUV1+ncmblTJ7Tz2We9dg8zwwauKnrkglrRXrwYqW01wkJonZvTp0Mo6SqvTrrku+/Cpu+eSmbvXtiufbEOly8HldgXDh0KIFbEbPZvAvFFKVQf47xOfj4WoMhI7Fj00u06HHjGyEikCPCmwC9YgDE6fbr3/pCjK31VgJO53vn5rJQBHDhQs0p6FGnwJ7yZ8SKcdm/3NrmwZYu2KkgRUSzAb2N4mFT13uS0aZ6GXzf89huqkMiazN13KwLddY+DB8HrknOqDh2qJJtOTGT+8EO22wQnJirz+pNPwAzJzmb8p2JFdhw5zqkpgtPStCU0TSbGCJ86le1/7eK0NGfxCNUkrlgRc+upp2Cy0ExO50ju2lXwggVw+jdv7rQ9u+Htt7EQzJyJ9a15c/8KlXuCK9meqdbEH34YjlwNZE3caS566SUwXzTKq9sk/uILLKoyRU6ScF33XYA7Rozw46BkrL3yOuwV/hyZzP4phU440jJ57hwbV6uGhdfbMxw7BkbPPfd4ZiOWUVCAxbZ2bW2tUnf4CtBRHxMd7Ryb+fngob72msdzp6WpSDfqXZU3nD6NPCduYbwaU4fdDselOil5EVEswG9jaAS4N/ZCdjYSR7jXD3PDs89CMDJDgMh/ay67dSuE+IEDcNlHRkKiCoFAhLQ0djigXcm75+7dMVaFYKhVzz/PQmCCJSZC2XM4VDbKxEQWYz5gTk5mkwlCXL5WjRrKdrdnT2hy7oP3yymCnx2ORn/yCWz87vbRpCRo4TExWJfKlEEb9TjbMtQJrtydUXL/REejS+Q81Brp7lTXbTYI+ueec/7sRRh8/z1omfv2obunTfOvrDVrpq0jqod//tEP9feAP0cms19K4bZtzC3uEtyiuZ3/3Kp/LbMZi21kJDRqb0L31Ck8X+/e+vZwGTJV1de64nBg2KamskI6nzTJwySUn6/K4RWI8M7NxcDUoQRqFPd160AdvErtm7lYgN/2cL08X/SzUaOgXfhAVpaSBOjiRQg1udyZ5rKLF8Occu4cSLuydj9njkujEAIDPykJ/xo1Yp45Q8JkKVfOxcuzWCDEZXOq615//QUvqNNOnpWFU+rVU7Sz3FyYQMa6pZU4eJC5Vi0E/xw/JvjLL2GScC839sYbSrX255/Hjvfuuz1Tv8rIzYUz02LRnzByGz78ENF/6gyOLjiFeGYmGDNTv/Txzhj3i4pC+9RFI/QQG4v35293v3Onp1lJF/4cmcy4mQ6l8NQp9EG1ajDXOHLydU0yO3aAPdSli6fJSI3589EP/kxIeuXP3CFJGN8JCYzV7oknsKK5XVgu0mCzcWDCW7Z/ffyx7nGuRd9iQdDOsWOe1ygCvFZzuk4oFuDXGAEJ8IsXoXL6Ul0Y7JMqVaDx3nsvHOi6l/3qK5ByL17ELP3zT6hbqvLnQkATj4tjPnlCcIUoO/xCr74KB48TDgeEc2KiylwsSaCHqDiOVisWgk2bFNNJWhpSyk6bxprrRUWhafv3Cd6/V+LDhwQ3aaK1mcbFIdYpLg47jpUrYbqsX9+1dmggBJrji8InBEw+desIr0myZFXs3FnBFcoLXdu6GrNmgd+uV1lHjQUL4KD1h+3bPSvX6yIQRyYzVlenrTc5GYtiZCRCEFynC4Gx59xmZWbCkVmxIsw53oZtfj6U4zp1/FsbfAXoyBACgUyxscxirbPsmRf6SkaGc0cWiPBmxiLQt69XeqXLgblsmY90kIXHjUxkxVwswK85XC/QlwBnhqYxZYrf673wAuzLU6dCIHi97NtvQ2X94QdwD8+d0yTZEMLpC8sSnHDZzitXCK5UiTlhxznMXNViYjJhsiQkqOpRZGZCvVaFHLZqBSEaHw+FTghYcpo311ID+/QB02L3buZjR7HHvBwr+IEHsBmRF4CXXsJOdvFihfZ46RKSYvXqpVS0ki0gFy74p+wKSfCmTTD3eCRCkiFJzDYb//0X0gN4s/kKgXDwn3/GxsVb6lhmmGQCSSO9ZYvi3/CJQByZzMxWK5uupPHnn2PhfPFFfRYN2+0s0tJ55XKJq1SBic5LoDAzw/7ftCnepS+9Qwj/AToyEhOZL5yxszTja9jMvKj9JpNzY+EIUHifOgW7t4/V3W5npYSaLypRIVEswG9zuASsv33Url2QKr7c8gxBWqsWhEFEhI+JIUlwZD78MMjHs2cjisQptex2560cDs7PlTg+Hn6i1q2Z7f0HIbcnK1orM3aXSUnOMHuJESXz+ecuascDD0AAyfUFZBu6K/mVU0udNQuL0LZtqrkiBGdlSNyrl+B+/fCcly5hY7J2LQS7DKsVDtg77oCwk7VxOcGVV7Ovk0kiBJSxt9/2fpys2f38o8Q1augLvRMnYJqVJLBHKlWC41Xvcg0a+HdyMmMHo5Nt2BN2u9+qMJKEjI41qjm462OSTzNPfDxz7x52rl1L8qgt6o5587AYzJzpX6POywusnkR6OvP5QzksvTkaGcy8LE6ShDFoMQUovGW7t4+tlExG4vnz/XNWC4liAX6bI2ABLgSkZwAerG3bICxat/Ye/cbMkHSPPYaUcZUqwRbhtO1ZLIxgHaf0M5uhLXfpwjy++wEW1aszm0zscLArxJ6dj5GRge241SIwm1esYGbYvNXzRC64nJEB23X9+rDmnDwJM/3GjW45Q4Rgq1niV18R3L694r966SVsUNzx118ISnr7bcXJ+t9/XhyFqk6St+pRUV5MnWrnpt3O774j+N57tYJICOwK1Am4zpxBno8JE7Tv5MwZWLQCmcjr1/uOPNXAhyPz77+xI7rzTuYt681e1WRJwtpetizzW28KzruS6ZWYnZ+PqMs6dTwTj+ld11v5M3fk5DCf2xbLjsFDfXtKGY+RnSUCE95CIDnLuHE+j5UkZkdGNgS9v0rXhcSNFuDFRY2vMQyGAIuaGgxEb71FNGOG3xMefZToiSdQr3bFCh8HlihBtGoVUXY2UWQkqsZeukSSRGRggYKwzkKuYWEomjxjBtGi6HsornRTokWLSAhtnV6jEYWNIyKIMjINlN9tANHJk0TR0RQaSmS1KseGhxNVqYK/q1Yl+vZbopdfRqFfZhQnDgvT9kGJMCN99x1Rj+6CunRh6tuX6NdfUZi5oEA5VJKIOnQg2r2bKCEBfRIdjaLHFy+6daFbsWGDgahmTaIPP0SNZ02dYPWxBgNRcDB98bmgalWZnnlGOfbMGSKTCYWcZTRqRLRnD9HSpURvvqkcu3Mn2qpb8NoNugWNvSE42KNo8ZkzRL17Ez35JNGIEURHjhA91jMUVa3djo2ORrHgOXOItmwhmj7DQBFVIvCC3IonnzxJdO+9+OnIEfztDZKE40qUQJFhXzCZiDJ+30t1Z46ioEH90XFeOsBiIbJZmUqHS66C1j6xfDlRTAzRmDF+jzUs+5WobVui2rV9X7OQuKEFjXHDYlxruBx//mC1wunoK9baidxcsBpKlPCdfI6ZYTCsVQsHf/ABW8woSqynGtjt0N76lNrKBbUas6XA4VUhstmgiWf9c4rFx+O4dw+7Vw6zbH5ZuBDMhm7doM15jTURqKpTv77gTp1gR4+OVuzd6qYLgZwqdevCHr1+vSpjnQ/1x2qFhuqKfPRxbF62g1u0EK7gva+/9h4enpIC98Mzz6A/hw7V+gB8Yflyz6IIXqFyZKamgshUpgwUTg/7vopSaLFglxAZiU2Zh9UuP9/F2RQCqQwiI2H68qdN+ip/5g6LWXD89OVs695Hv+yZCkIwJycJNucFoHkzY5vnx+4tw5GcxqJHDy/OgavDjQyjZy42oVwXCEkoCaf8YdIk30mwVdi+HeHrAdVYvXCBuWRJlipVYUuWyeeCIknMP/8k+FDwvXz569U+1x6ZwJA5ZwUPvPcS//Sj98kl88u//hpsmmbNfOfAYGbeuUNwzZqCg4MFr1rlu7rJyZOww/fo4TTlBDDRd+9G0Gpaqh8nMzNfiZW4alXB06YKnjDB9+TMzkam3t694dpwcc/9YMkSnYLN3mA2szk5mydPhjno2WfdUq2q4aQU/rNHcNOmCFbyGnrgfKl56RZ++mksjN7om2rI5c8CSdxnL7By6tuT2TzoGR+NVpCdJTgzNUDhnZuLQbBhg/9jmdkxbQYG5XVAsQD/fwAhCX3esR4yMuC580W8VaFdOwjDgOxsO3eylYLZPvo9v4cKwTyv6zLeF/YQmwr8X7wg08JPNjvGX43yb0O02+GUNBgCE2zRpwWHhgpu2FD4nRAmEzjkNaoL/nNbYH3+/PPMw58J7Nj9e5H3/LvvAuiTAhS1CA/3HYSkxoIFgQlLSWJestDBtWo4+JFHvDNlZOTkML/2goXLlRP888/+x8vxQzZu3NDB/fqKgGpAyNGVgQgsKS2Ds59+nfNee98HFUh1bYvgpDg7S44A3pEQcIoE6IwUCYksde/hP7K1iCgW4P8PICQR2OCT8cor3muJueH8eWQBlLP6+WyHQ2LzY71YGIy+Y52dsOTb+XxoU57Yabs/cgwzMz8/KJcntd/E6ecz/VqMcnLAn27eHH4jf8EdEycyGwyCnxoq/GrtLARP+lxw7do4z1/b09MEV6wYmOni4kXm/v0EV6wo+NIF/7uq6dPhvL3vvsBkxC+/+I/W3LULcQBNmzJvWprtd3e3YQN2AQP6OTjppO9GCAGTUmQk87dfWVjk+LPPBRag47r+ufOc33MQZ3w2O6BdqZAEpyTYA1IimBmxDv37B1y0Qkz6gqXZPwR27SKgWID/f4AopAA/cwYzKAC1TQgkNIyIgI3Z14F2s51te/aBclC6tN/wfauVOWvKD/x3ya48ebJ/u+YbbzB/NuwMF3z5LSclCp9Z5tLTYaJs2xaJqy5c0KebyZFsJ07A5t+iheBuXQWnp3npTyftJz4eBJnu3UHE8UoucB4/dy4WE3/P+P33iFD8bKLgpk0FZ2f6FkJ9+4LH/sorMBnJ3HVvmDMHz6qHc+fAxqlUCfR+u519RmQmJSH3U40aKmtCerpXlkluLujX9es7TdJCYEfoo1NMJijRAUUb7tzJpsd6ceIvvwd2vEBitYz0AOeObPcO1F4VE8OiR0+WMgPLjV4U3GgBXsxCuR4orCu6USOiBx8kmjs3oMNfeomoYkWiV17xcStJIomCKLhJQ6LOnfFd585Eyclem8xMVPrVp+nB0sfpj88P0x9/gAngDaGhRLZaDSk8yEplj++kzEyi3Fz9NlksRHffTVS6NJgqH3xAlJ4OtolMlpAk/N9oJKpVi6haNaKEBAM1bmKgrt2ILl3QMiVcNzIYqFo1MGXmzgVD5ZFHiFav9tJwg4GeeYYoKoro66+9P9+VK2C8PPAA0dgPDdSqlYEGP2kgh1XSPd5uJ/r3X6KOHYlmzybq1Quv9eJF7/fQY6FkZBCNGkV0zz1ETZsSnT8PNk9wMOE/drtHN8ydS9SsGcbFqVNEPXs6fwwPB/XDDceP4/p2O9GhQ0StWqFfKCJCoQ253aOgAGSVUqXwjryCmWjhQrJ+OZNS3vicKg7r5vt45zl2i0QmaxBFRgVA38nNJXr/faJ33iGqV8//8URE8+cT9+1HhqjIwI4vJNzITzcGN3a9+B+BM9Ndofig27bBe+RnCRcCmlbJkjhclwXicLDDJimK1LhxUHvvvx/pCHU0fTmARwhm/uwzjm03lKtUQS4TbxHcH37ojEJOTmb+4AO2X0l01ed0f4yLF9HWUqWg+fXqhTDvzEyEz2dlefZXz54ooPLVV9CE77hD8N5/JYVs73bC4cOKpWjvXuxURoxQmV3djj9xAhsfb9r6Tz+Bxy7DbMYOYuQbku572rsXbBQ1pkxBZklvQTUzZyobI4sFaQjKlQNjR69UmXtE5rlz4OM3aeKFzCQEaDJOT6MQ0PojI8EH1x2jeXkaqpM6QMfvmHaWPbM+8yKf250cEDuFhWBhs3NqiggoWwALgSC1CRMCONiJM2eY+/Rhe07BdeNpy/FgNxLFGvitgkcegfazfr3fQytVgmb35JOg0SYmqn508nkdwqhodvXrEw0bRnT6NFHduiCVqwjcamXLYCCiV16h2me20Ju9LtHrrxOlphLl5Hi2IyzMqaFXrkzUrRsFL19CFcs6qEQJnGM2K8daLEQ1auDf8eNEixcTnTtH9OWXROXL4/fUVCKbTTmnVi0847RpRMOHE331lYGGPm2ktWuYPAjrBE54TAy02jZtwMe2Wok6dSI6esRTPWreHLuZN9/03DUkJOBa7dppn3ftWqING400+wcDbqQ6UeZ/q/Hee0SffEL08MNEe/d69qGsga9YQdSkCdFvvxFt20a0YAG46x5wauB2O9HkyeBnd+gArnbbtjrHGwwgZ5tMlJdHNHQo0dSpRH//DU68rsZYqhRUc5uNhIBCHhQEZd6nhpmWRjRqFNksgi6NmknVW1WmEiV8HE+E/pMkyjcHkcFooFKl/BxPhECBuDho4IFi3jyiwYOJwsNvvJZ8HVEswK8TAg7oUZ/w5puIrAkAgwZh0g4bBiHETPiPECQMCNZxbVvr1cOEfP552D2Cg0kTpUIwX7iOL1+eaNgwerfE11S6NASF2UyUmal9Jk0gT7t2RKVKkWHLZipThqhsWQj97GycY7Hg+IcfJvrrL5hSli0j2r4dAT9VqkBupKUp59Sqhes0akT0yy9EPXoQLV/G9MFYA8361kgsCU2DSpdG0NGVK/gcGUn0009Eb45i6tcP93GLV6Fx42BC2LRJ+2zbtiHoJTRUe3ylShCyH48z0tbtQeg454m7duEcd7z4Ikwqjz+O66px4QJR//5ox8yZ6JtWrfTeuBPBwXTwSBDdey/Txo0w2Ywf79lODcLD6dghB7VuzSQEnvfuu30c7zSlSDn5VJDPFBLiP0CHTp8mGjGC7K3vp4tPT6Bq9UtSeLifc5zC28FBVGAyUFSUn+OJEGH0449EU6a4RYX5wLFjRJcuEffu8/9KeBNRsQnlmkO1jyr0dspshsfKB69Mvnx6OswoV64gR8j8+ewKN7Za3Xb4zgIPnJGBpNZ//YVM/aNGueiOVqsbe+PKFeby5TnjTCrXqQMnmmwekbegs2a5Vc/JysJ9Ll50BeCkp+O8Xbtg4li5Epxk2VkZF4fgGrkOpsPBruIRCxYgedT27QhZt1pgNomNRXX5t95ittu0+1bdBFdC8Pnz8Hf16+dZfWbtWhQlkE0ESUm+K9AwI39JuXLMp04izNuUL3HFir7TlfzxB/jbq1ejnQMGwKSkG1yjg/x8WA6iIiWePcsWGAtE4N1FlhH8/UxrwOYDh4M5Jz6XrRn+aX+8ZQtzr17s2PYXnz0bIENPTkgiUEwkAHYhTH/duweY/Ut1n5Ejmdetu+6pXm+GCaVYgF9rqGyzRcqLMH48qAE+Li8Pkq5dQSf891/mCmUdHHdZcmUd9Djpvfcws775Brbw5GTmBg1YTEZGRLmQgwbPPss8bhwfOQLB8++/uIRc8X3OHCSp0uDQIXD5zGZXV+TlQXAfPAgBFxqqtaufPYtFSJ3y1WRCLvTnn8c8f+AB1gQNZWYidmPgQOa8XOHqbI8EV6oXYLWiLGKjRqiFoe6eHj0gtJmxcPz2m9dX4MI338APkZoieMd2Bz9wv/+X/fvvoFOWLAn/wQcf+M1RxcwovFSnDgKF4qLzAkotm5PDPGgQImGP7LcFdiNWAnRsVj+sFEnCIBg4kKXTZ/jCBT/MKBkq4a0p0uDvnLfeQlazwmDfPswnu92ziPE1xo3OBc5cLMCvPVQCvNCOTGZIx4gIr9FqagE+bx58kyxJ/N7bDu7aVUeTlvHDDxjMNhs8XkuXsrhwEVFBCxYoDkw15CxUubm8ZAmi/pOSoGgnJkJr7ttXp4ELFiDPsqoPNmyAky8tjfmuu7TOQWbIfTn5lYwrV1CIID6eefUqwfXqaaP+rFYkvnroISddzzmD/vvPGeji5QVs2wYhPnasIptiYuDY270bgjwgjZDhJG3XDn7i99/Vd27KbZ0xA1Gg3bohg+/06ag34CtwJi0NqV6rVEERDCE4oNSyhw8jI+LgwSqftQ9KobqdmuhKqxVC3L0fCwrQgSNGsEhL59hYL05Xd8jCW5K0RRr8YdEibFn8BgW43eull1xbMl9RvdcCNzqRFXOxAL/2uFoBzgzNV1YHdS4vC/DMTOaSYYJTE+1sNjM3bgy2hu49t25VCjz8/jtzzZosCkzMhw6xFFWOTWu95BTt3dsVdjx6NISV1QoNd/ZsCCMPFBRgJ+EkOAsB7TomBjLk5Zf1c+jv2AEhLhcLcDiQHTctFbU9W7RQTC3q/pg0CZzukyfxRVqKxKtW+o6GTUlB/MdDDykpbr/4AmubXIErkHdnt4N3XrUqUsO6anWpxsCqVXiu9u2VrH7nzsFs07atfm4bISCzKlRATm9NckEfqWWFwHuJjIRyrHkGk8lnMm+LBW3xWINyc7UrWkICxqgztXBCAlhGAWnRqqLS6ekBRqwePw77V0xMAAersHMn0ls67xdIyP/VoFiA/3+Am9Qu0pbq+HEYWL1sk9VVf3o9bucfvsf9/vkHpo7Ll3VOunhRU+FXPNbF9dm++U+2RFXWL7Oyezf27lYr2+0QqHI1uGXLINB1bcVnzkC9zM1lIRDcIhcMWLkSqXH1tNwNG2BOkXNpP/2UcBUT/vVXlHHTUwgXLYKQ3L4dn9evcXBCnO/OlyTm777DNRcuhFwqXx6bFVc/BTAh4+KQo8YVze3MLb73P8EPPghNeM0az2vFxeE1u9cSjYlBmt+GDZFoTBc6qWVzcmBSuuMO5qNHdc4RAufpSDKTyUd0pZxT2GbD1uaJJ6AMCMGpqViM/AawuAnvggLd6m+eyMnBNmzTJj8HusHhgPDeudN1++sdZFMswP8/wG0GFNkm9sgjUKV83cLh4IXzJe7UCR8tFmi2nTvrDCS73VXgQQhmceIk1LSEBJhdFi2DA9W9OokQUFOd5WdSU5HocO5cKPJt28LEoWtyWL2apR9/Zodd8Pz5SomtnBzYwS9cgBbm3kcLFyJsPDZG8IcfKpXcJAkOzx9/VIpHqPH33xCWCxcIPnUKibECmVVHjyJUvWNHWAUqVYK8UneBL2zZAqdqxYrKTmPwYMHlywue+bXk04Q8YgTyeA8diueZPh2vZexYP9HhmZkac8jhw1jAhgzxk60yL89D7Q2k/BlbLBDavXu7COdZWcgY6Zfr7Sa85SINAZ335puoB1dYbN6MrZ7KH1UswIvhH27SqMhmlE2boErprACudLUOB+fkIHlSQgLmmMWCEO45c3SuOWMG8/HjSntGjGB+9lnFgTljBrRt9zSb69fDcO1sy6FD0PRnz4bgs9lwirstVzJbWfr8C5b+3cs//qjk5BcCAm/jRpyjN5lnfi24dWsEtqg14uXLYS7Jy8Mzuy8Ap04KvutOwePGQeu3WDgg71J8PARp8+YwC8kFlmX4eodjx0L7/v13LEylSqGuQGaGVnC5w2rFcdnZ2JFERuL/AdXXzYMjUwiUK42KQuCR37EmFz52BpsFVP7MbkfE0YABLrNYfj7z6dMBpCARnn2QmRlYdThetAhbCj92ew/YbPCuq6pQ3AgH4/W2seuhWIBfa1wrAS5J8LTp0CEku1ad6NMHZmr5qwMHMKE9TIYbNrBYs1ZpT1oac9myXLDnsPLdu+/C2KyeYbLqq6JvLVwIjbNJE3yWHVLp6cp2VZKY+fJlNr07jufOUlR0IWDiHz0an00mLABq5ogQcAw2b64theZwwNa/Zg2un5kJ4asu2JuUBG26e3eVKUF2Hnh5GatXo9DQmjWwTYeHM+/Zo/zu6z22bcv8+uuwV7dpAw1e44N2OHTVv4IC9MGYMRDeTZtisxOQXdhs5uzYLO7fH8OkUEXVs7JY5OVzXl4AAjg3Fy/gzTexLUlPZ3OujU+fDiAvvY7wNpvhp/c7J44dK5rdmxlOjFGjNDe5EcL1RudBYS4W4NceOgK8yCv/99/DlOJ2QffiDEuWII2pGh9+CHu15t4nT7KYOk3b3KlfsenBR5XrSRLz00/jZLXmM28eJpQKgweDDiezCISAcpeYqB3MWau385JhmzWN2boVUf0y5LqaaalKClkhYFpwVntzYdEihKzLTZaLR6QkC5d5Nz8fofj33KM1h+ipYrm5MD3Jx8XGQpiWKaPN8usuxGVHY1AQBLec1/uDD6DNa1wYOkJ840bkGevaFXLKZsPztm7tn/F3cK+d69Vx8FNPBc6YcXWB2cq5Men+CR2XL4MCM22ay25uz7fwmX3ZgSWccuPtSRKEt1+FOjsb2yDZdlYYWCzwTrvlLrjeDkzmYgF++8OLmlZkAV5QAC+XWr1yOKCBq5CZCY1RrfVZLFCa1WZ0kV/AYtSbGnuFvcDKlvpNtSRsmw1etIEDlcZbLFBNVWrpkSMwGcgFiGWFKz0dAlUe0EkJEq9+doOGI1hQAD60WlAJSXB2tta+nZUFJuPAgcpCYbfD3qvenAhJcE42shLm5KAtNhuE+N13u6Vbd9PG161TCDrq/qtZE1q1uu6n/IoPHMB6VqUKFiL1a5ck0CufeMLt3Tudm5kZgp97Dtfu29fz3Ndewy4jLo49IAT451FRzL98nRt44RAnHA70jyXBD6Vw3z7Yu1ev1tiRz59nTj6f65+HrkO6zsryXdHedZORIxFLUBQsW+ZBcZLH5fVGsQC/3XGtBTgz1Dk53NGpxblfz2xGhKF7kRHZVi1n2xSCwZVTpZW1Wpltq9aDiqGe0Hl5UF9HjlSeafp0TbXh8+dhRqlZEz5O9TY1Oxs2apsNGu1vS7JhLFatMh06qIo0q/rNbIYQz87G1z17wjH78stKX/7yC7Re17nO8+127AKSkvA4hw7BztyokU5hXkni/DzBY8YoDBk1Dh8GJb9RI1gQCgoUpbRcOXTHyJGgMbojPx+atJoNKgTzimUSV64seNgwwadP68spIRBwVLu2NgNwVhYEfuPGTgXTzZHpD3L5M5uNvVMKhcBL6dMHkVeqr2NinFxvORTYG4FbR3jLuyS/c2HhwqLZvZnR6b17ezjibwQDhblYgN/+8CLAi2wHZ4bAi4jQ2CXUk8DhgBBesQLRiu4YPx6C0jW4li+Hh94Js5nZYRdIaffll9qTU1JA65g8GZ9zcqAOOzl+V65ggdi7FzZc1XxnZqwB8fEQNn/+yWAvTJ7sUoc+/ZT51VdZt4KRHFKfmgr78tatsOqMGYO+tFrBhtm2jXU7Nz8f946NhYlp9WqsUWptmpn5t42CF873bhsfNQqybNAgBDJFRECYy7b+1q2918pMSID5Z948aNM9eyJyc8tmqIQJcRJ/8YX+uczIwlilCuz4Bw7g3KefVplM8gKLyGTWKX+mRym02ZA+cdgwD/U/Ph67GFc3mc1YANz7TUd4CwHTiV97+9GjcF4UtVL8vHm6GQpvVIRksQC/3XE9BDgzuGEff6zZysqwWPC5oADCxZ0DbrXCJzlzpvOLAwdAfnbClSL0yBEYZFNStBe4eBFSZP58fP7oI8S3M+Z/aCjuP28eBKq7JmsyQfi6BO2cOa5ImT17mBvdIVxOS70+ys2FM3P+fAjNNm2UdWb2bOaH2nvvWFlRXLIEa86+fSD2fPst7lVQgAUhKYm9OjgzMrA4RUVhQ1KzphIslZCA9cwXHe7AAfgJIiLgC1Q7W2MvOnjql74ly88/wzwWEQHqpqaJZrPvME4nLBYv5c/UlMLMTFToeO89D6N6SooXrndOjnYB8RKrnpPj5ofQg2z3/uMPv8+ji6wsrJA6wv9GODCvytd1FSjORngt4SOje2FrPGgwciTR999rUsASKZn1jEak+uzenWjlSu2pJUoQzZ+PjHUXLhBSy8bEIGuhMyOrwUBELVsS9euHtHhq1KtH9PvvRKNHE/3xB9EbbxCtW0cUH0/BwWiSwYB0rz17IkuiXKCBCFnswsORDDEv34CUngcPEp0/T/fewxQfT5SQaHB1m3s/lS6NbITnzyOl6cqVRIsWITvhs8OZLlxAFkA9GI1IrNiyJVLY1q2LTIILFiDN644duHaVKqSkYhTIcMiMYx98EEUSwsNxn61biZYsQZrb339HsYeQEP37nz6NwgxVqiAB5KuvkpIu1WBAwY0gUipZuCE7G1kSy5VDH1er5ja8goO1na0DiwUpeiMi0H8alCyJA86dQ+MaNyaaNAkHO5GVhSyUderonB8RgfMdDjyDweBR6cFmQz2JSF81FITAuHvwQaKuXX0+j1csW4bza9f2+Omq5t4tjmIBfgNwVSksJQlJn5s0geRQwb2ay6BByCvtjhYtIH+ffZZIRJaFNEpMJCHc5tvEiUTLlxOdOKG9wN1348JDhxLFxBAPGkzSjFmuFKOyDJk+HYLaPU2zJEGI5ecTZUllkD916VIqIZmp/UMG+vtvHOdNiNevDyEiSUib+uuvyCP+++9E771voIkTfXfhHXfgmjYbHn3lSjziO+9o833LAujoEaZHH2V6/XUsfGfPEt15J9LqNm6MlLC1a2MRqF7ds81WK9GECcjP3bs3zh8zBulws7OV4xwOouASRqWTVNi/H91epgzRmTOoLvTkk24LdHCwK4WwHkwm3CMiwksFnaAg5JYdPRrphUeM0Ejp/HwUcKpTx8siZTRiRZIfyu0mzPipTBkd4a/GokVIBv/OOz4O8oG0NKx0zzzj9ZD/d2lkZdx4pf//MXzsoYq0vVKHj61ZgwgdIVy7fXc/j9nsWeBe3jrabKC2zZjB8Dju3Kmf+GrSJOZHH9Xfc/76K4sKFdmxeRuL8hVYpGcwkZYPnJQEu++SJcp3W7diCy7TyNJSBYuFi5iXLOEvv3RLScueJqeEBGQLZMbuPjGR+Z89guvXBxWvUiWFwucN//4LK5HNhjYsWYI0AB07Khn04uOZn3kGlqQvpwg2FyhmlfPnYUpR+8dq14bZaPx45V3s2QNu/MMP4xz1Mw0fDmes3OcnT8Icw8wuhoqQBH/9NUw28+Z5PkOFCgjYcUHHkRlQgI4QcBj26eMKN1fDbEagjl+KosOBNugUOM3NDSC17NXavZnhTXbZCLW4UQ7Mm2VCKRbg1xI+3mCh7eAy90k+yeGAF27rVpYkCAE9atTQoYrPUb6MDLmE2OUlu5nnztVPIWs2QzLp5FyWJGbH9JksatfBxJ80iUNDPTnL//0HAXTkCD5v2KDY5oUkOC1VcEqsiaUJn/DBpWe5Vi39vlFT0x95RIktslkFJyejifXrw8nZvbtOH6qQmqpk87NaYer97z8QY5o1Qz6SMmVgBtY8j8o2/sknytoWG4uFKi4OxIcOHeCqKF9ex1bthNWKQJ1XXsHvx45phXFmhuA+vSVu2lTJ/+KO48fhknD5m90cmUIo5c+8wmKBB/n555XoKxUp3GZDKhu/lD+Z2y4nflcNSLsdl/ZJ38vKujq7N7OyuntZKW6UA7NYgN/u8PMGCy3A1cJbxtdfM3frxg4H5pve9TZsgKYt39Mdn3/O3LN1AksffMgF+UK/TcuXgzunUs81E+G995BpqVo1LlNG6Ga+/eknROWnpyN5VUoKazohM5M55Z/zbBvzMUdFCq+FxeX2DR/upM4JxemZmQklsl49LBiHDulfQ8b69Zjvf/+N8HyLBcpbmTJwFOrWF5UbIUlsMQtu2BBJtRYsQCATMzZHkZEIofeaDdKJtDQsOjNnor2ylr1vH9bNZ4cLzs/2Hn7PDM2+Th0nI8ekODIlCVqvT7ZHair4mB9/rEh5FaXQ4XByvZN9XEM+UL36uzlU/RZpkCSslp9/7udGfjBpkpe8EUozb4RgvRm5wJmLBfi1QwASOuAX7G3U5eYyR0ay9ehpr8wHiwXC5Px5/ebY7cz3tBb8X4f32RTnZX8rBEI7ndtSj8EpBKhmZctypdIFfOGC/mVefhka6/z5zNlZnv2Tk8OcMXcd925xSVOsQa8548Y5NwVu1ygoQGWgChUQe+QLp04hW+HHH0NwNmsGGuCWLViz6tbFguC1EZLE27YKrloVXPDJkxH0V7Mm2nbwIBbPF17wHQ4fHa3wyBcuBF0wKsqVL0zZ9/sYMPHxiBZ99SUHO5LTlAAdX/Tp06fR4J9/9gwpTU1lYbNzTIx+AJEGXlIDcHY2c0EB5+Xp8+o1mDcPK2BAVY+9ICYG1bF9dPaNyk9yMxJZMRcL8GuHayXA/aVNGz2aTc+/7vNazzzjO5Dt1CnmkaE/8JnF7pEtKuzfz6JsOXakZujfy2Zjvucermm4wqeO6k9CiwXc9K5dBFvM+n2Tn23nKZ238sCHfc/4n35inv2d/jXsdgjloCDmv/7yfg2zGYtKo0YQuosXK+9ECNiYGzWCTduX7XjgAMElSwqOjIQSqfYB5OaihsDdd/usjMdbt4Ia2LQpFpLTp3UO8iYonUhPRzKx53ulcnqq96yHzAweZ69enpU0ZOTlcdzpXI6J8TOMfbXJ4WBHSjonxdl9F2k4cgR2b928x4XAuHGqVU8fNyICk7lYgN/+CFCA+zwkgJhf6WIMm8LL+/QObdqEMHpfWDx8G4+pt8zr7YRgdgwdxuKNkd4vkpvLDQzn+XDb17w+WEwM6jE6C/To4tDvyVwpPJfzLnkX4lu3CH7/Pd9aetu2sEG7U9mZYTp57jnmEiVgjvFmZoiJQcW5p5/Wj5E5e5a5ZUvBRILn/qLfHiEQ0V23LrRsPXn3339wOIeG+snX5FYgwh0ZGczdHsjkHp0t+nZvSUL+3QEDYNj2guREic/vTWeHzYdm4GdBYWZOjzNx7pUs7wdkZSH5i0fh0kLizBlEBfsw9t8oBybzzRPgxTTCa4UAyKY+qUzOCt2++VZEjhp1KLjrI0Rz5ng95pFHiOLjQT/zhj5v16eatov01Vf6TRGCyPjF52RYuMD7hUqXprBq5chy4AQ4djooX45p5CgDvfKKJztRxt1dKxOVCKVT0/6g3Gx9SlytWkRX4gxeu9lgIFq/nigvD9S9lBR8X1BA9MknRE2bgtM8ahRR377eq6zXqQOud34+UZ8+RJcvoz/sdqIvviC67z6iWrUMdO+9Bvr+ByLJLjzevcEASuf27eCS9+tHlJSE35iJvvqKqFs3otdeI+rcmWjIENCpdWE04oKS5HEfmw1MwpVrQyi8hIO6diXKyVEdYDIRffwx0ZEjRLNng/Sug6wsouxcI9WuH0xBNrN+O2Sao4/xaTIRSSVKgkZu1rmOEGjPQw8RPfaY1+sEhLlzEVMQHu71kP/P/G8ZxQL8WuJqyKYyKdvHNZjxL+itUUTffosZrHNMiRIQUnqccFdTa9agQQ+n08xJBXT6tLYZQmCeGmrWIHrrLZ/83NDKZclavhrRtGmIGHJrjMVqoObNId/79AGf26MtBqKHu4TQvqRa5Nj8p+cxzFSzloGSksBr9jYxK1RAzFNqKtHLL4OX3rAh4ob27CFq1QpceKuVKCPDe9+ULg06fNOmEL4LFhC1bg3e+d69+P3ll4kkyUBzfjQoL8YNdesi9qllS6KOHXHNXr3QTf/9R9SpE9ELLxCVLUv0/PM+BI7RiBeiEuIWC54jIoKoVGQwLZlvp7p1cc3UVMKK8cYbWKlmzEDn6CAvD1zv2rWJQiLDIYXdEYDwliSi3FyiqCgiQ5nSTmnuFqC0cCE6/u23vV4nIBw7hmC03r39Hnqj+N83bbG48Ur//1ME6KH0WrIqgL2eTB2UHIL5vvt0aRPyNm7rVthXvbXBZGLmGTN4/tvH+Z57lLTNHu3LzwdfTl3GXYW2bZk3v7ERxu5y5ZTSV86GxMWB/SEEnHtduug/6o8/Mj/R3cLig7Gcdugyp6V5Jrnq21cxN3jbrqakKKHr5crBOWk2I5HVV1/hvEOH9KvHuSM3F/RAoxG27tRUvIOaNZFhYP9+cMaTklhhIXlp2DffMAcHoy6GHFa+aRMYdDk5yHvut/CM08Rmype05c+ciWPkRH49ax/lgq59QXb3sa83mXS43hkZ2lJHAZhN5NM0RRpMJm2Y/+HDsHsHVPnYB4TAQ7ontdHBjSywcDPyoDAXm1BuPmR7hR/TicbCYjBAM54xQ7P0q7UAWRM7edLzWq4IzHr16Km2F6lECcUC4hGxV6oUbAejR+uGbYeFEVnadSa6coXo88+JnnoKaqpT9bFYED1pMGDTkJ2NXbQ7Hn6YaMe/oSS696TyW5aSwW6j1BTWKHG1ahHFxeFvg8FT6zl1CiH9QUGIPm3ZkujAASh9GzfCXGEwEDVoAAXOSwQ7EUFzvvNOaMdz5iDQ76+/EH4fHg7t+t57ER35zjuk5CRw08aFIJo6Fc/8zTfQ6nv3JoqOViJpy5RB+777zveuiclAJlswSQ6miJKS8q6CgoiYycgSff3ob/Rl2Hh66vBoOtt6iFcV1GaDeahqVU3kPB5O1sID0LyJYC2x2/EcLsg2KrMZNpqxY/GvZk2f1/KL/fuJ0tOJHn/c76E+Mlv8/8HNWTf+n6EQLH6Nr9M9WMcH7HaFli1JjA81amii6NwvI9N93eGKwDx5ksW0r/j0aXCh3XLgK5Ak0B1cYYMKunWDlsuTJqGM1a+/Ises02F28iSqzcuIj0cgysqV2usIgajGgwcEaG6rV3NWJqrRy47W6dM9Nx1ypruXXgJ9cuJE1NqMiECQX5s20J7Hj8dx8rU2b3bLEe5EaioCcqpW1aZI/+8/JMLq1w8OzpQUXEvOVy4XU3Y1SpI4PU1w9+5wKJ85owyTOXPg4HztNS1rRi5Krbc7UAfoCMGemnFaGjroySeZL17kr79GhKoeN97hQGSsnrPXlaVQN8rLE3J9S136osOBa40YwT7TLgYKIfCivewG3Q+9kVrxzdLAiwX4tUAhonQ0hxYiykDOOsisOmXKFEREsv7tt2+H0HH/TZ6bIr+AHSPfYmGx8owZoL55pX/t2QPB7FbMsE8fJ3c6IwMUkAsXwB+vXZs5IYEPHkS6WTV27YLpwT3acPhwZ4Rhbi6yHp45w7m5YJBYrRCo6riPggII7MhIzGs5JJ4ZaWpfew079ipVsJDJYfgFBWimWg7IkeUVKuBaekn+LlyAgO3ZUynllpODRaVRI60Q+2eP4Jo1Bb/0otAwXuT3f+IEYqG6dNFm6luyBO1VM+y8BujIprecHJgVXn1V0/D582FG2rVLe/9Ll1g3+MqF7OwA0gcCWVl+EiJ+/z2451fD95axYwfyLgQwZ25EEWM1igX47YxCCnBJ4oBti+w8VC0cXOM3MxOq84ULurd3OKAduupCOlFQoGKnfT6J+dw5liTm9u392GEHDkR1BBUGD4b9moXAb6+9hh/ef5/5rrt4z+Y8V0i9Gt9+i1Tj6sm/aBEYZiwEtgPjxzMXFHBBAQTOrl0IQ5ck0H9r1MAO4MQJz+6PjQVN788/kca1YUOE0lutEPSpqajCk5cHgda5MxY7nbQgLths0Go7doSWnpOjlJDr2JH5s8/QtilTsEAtXcq6uzN5uMydizzjzZtr62+OGwdbuWznzs1l7+XPYmKQP2HSJN06bGvXYtGRXRNXrrBvrrecp8FZ+NgX/BZpOHQIHXPyZADJwP3A4UCAg3o18oEbGRl5o7V9NYoF+LVAIePk3YsS+4PVqj1cMzBff90nV/u111DUR31ufr5+gYfz57U5TDwQE+NaMGQ88wzzN7Oczx4XBy1crlo7bBhvb/EWRx/13F/LyZ0ef1x5nvh4hKNbLc7rLVvmCtSwWNCue+7BTuHOOz130u6v4LnnsCgdPAgfWv36iGeRJCiY69ejYENkJBR+fzUi9+7Fvc1mXPvhhyHn8vOhHEZEwOnZooVbURgdB6cQ0JAPHEA7GjbEAmCz4bdBg5DiIzPTh/K6fz8SsaxahUbp2kSwiJUtC2X4/Hkfgk2ttmZn+ywWIZuuvPZZRga2F9u2KXX2rkbKbd6sJJEJADfSgXmz8qAwFwvwa4PCsPiFZ1FiP4d72Bc1g+X8eRaly3iYNmTs3IlcIfLtrFY3ZejAAU3hzG++gQDyKjQ++AB0ECdeelHwtGmq359/HtKQmdlm402tP+ZL3UboTl6zGQJZbadvdIdQtFGzGTaSQ4c4OhrCvkQJaLjeZIG6W3//HcfLphW5L/buhUC/807lcyCYMgXVeJjxDsaPRz3M6GhcOyICVXu8FiR2m+k//4x2MGPt694dMi82Ftp969bK/Tyus3IlhLdcJ04IbAW82MC2bsXi/O23XtrmbnOw2bBN8TJOfVpZJAl2b3VWtYICr2PUL2w22PY9auJ5x42KwGS+uQK8mIVyrRCou1sIMgQZiSmw4x0O3yQArt+ADJ06Ev38s+7v7dqBCXL4MEgFQmhziFP9+kSXLrlySo8YAebF5597ueEHHxD98w/oGMxgoaiDUEaPJvrxR5CCQ0LI+vZYCku8RPTmmx60kbAwojVrwPJYt46ImOnhRwz011/KAamPPUWvvWSjNvcx3Xsv0cCB4HPn5Ohzb9VEkLNnEdQ0cyZ+e+ghoilTEETToQM42F98gXZkZnpNq+3Crl24BhHYOhMmEL3+Ovq4Rw+wSEqUQEBRWpoOaUdmqjiLRkiSktK7Rg30wSOPgJGzYQM+r17t9mrtdnDuN2wAreXee5VrlyyJ393oNXl5uP5ff6Feg0fMlbM9moEWEoLPbkVEiMBgMZvB+dbFvHmgG731lvJdeDju4zViyQc2bSKqXJnonnsCOvx/IYDHhZuzbvw/Q6DLr9PuHajFRQj9rIPq2wnBSK9Xq5ZXtWPkSNiB5et5aK/jxmm8Wpcu+cnu9/PPUD3tdn73XR2mS58+YEQw7MAZZ9NgI9Cr/utsftkowadPCV65EmZTkwnEhago5uc6X+aESfOZheBPPoFdNzUV/7x1fXQ00r+ePAkTSUYGnLr162OH0aABLEInT0J7zsyEpu5t52EywYer1q5TU2Gzr18f3PBff4WtuUYNdGd8vDZPigZC8HffShwdrbXAWSwwedx1F9Lk/vcfzB9//cVwGIwcCV+D3oXl1LIq/4rM9ZatIZcuYdfx3nvOe/ry9pnNHmq2ELDUeI1gP3gQL1AvI5ZsSimMumo2wwl64kTAp9xom3SxBv6/AFm9CwrS5TDrQeZ9e1PuXTzXDh1Qd2vtWt1j+vdXKrl4VOEhQtm0ixddH+vWhaY2fLiuAobKJ8xEixZRaKjOMe+8A7XXaiWrlSisRgWiLVugMc6b53G5jh1R+eaJvgZq2RIKfqNG0Bh37iT65fdqVC0kjWjPHqpZE2kCKlTAc6Sm6vO5t22DNtusGa7/yCPgbE+ciMjyUaMQZVmqFFFCAhTEMmXAGc/L87ze/v3gj8sBjbt3o2JOvXrg2m/aRPTZZ/j7vvtA0a9UCZTq5GSdoFmDgRwOAwUbBRkIg8FkwnGdOuG5CwoQWTphAtG7fS9S7tMjUF5o8mSEg7ojOBgauHPQ2EwOuhzLVLWqUsqtbl1Epf7+O9ErLwmSHOx9ixcais61211f5efjcN0I9sxMcL0/+ggqv177wsL0O9gb1q1DxzdvHvAp/xP8bxk3Z934fwZ/y68O3zuQFVtNHdS7nUYzX7DAoyy9rFw5HNAQ//3XCxlg1y5QItzOfeQR5g8/1HkWIaASVqnCn31s4ZF6PtQOHVj6ZR7/+KPqGY4cAa/tt988rikEmCBRUUjwNGmS2/MlJjJ/8AH/uTKT331X+To7GzRDten3wgXYp202aMXly8MW7s77njABTs4NG6CxM+M1paRA01ZrcZ9+CmKNJIHKWLask/+uQnw8qvw8/TSe49gxfJ+Xh9+ysrTP9NVXzshSIbggD9GV7lleFy5kHlBtN++r0otfrPabb3afMyJT/vPcWcGpifr+low0idu2cfCAAX4Yfvn5Ltu1zYZdiq52K0mgMboqTXiBENju+PMYy/fu3Ruk9ULgRjowmW9eIivmYg386hHIcu9FlfalhXupEev9toMHI7xw714i0ij8FBRENGAAcnHoXk+2g6saZDSicPDs2Yhm1DTYYICaeP/9FPrvX/pa+jvvkOWr7ygkSCj3bNmSaNUqJVrTec1z55C75dgxKJZ33w1NT/N8VasSPfYY1T68lq5cVozVkZHQnFNTlZ3A1q3QvJ94gujDD1FD8/HHiZYu1TZx3DjY06dPRxQnEZTEihVhAlZfc+dORHd264ZH2L8f9ng1qleHJm4y4e8XXsB7iIhATVBJQooSOc+T7N8oMBmIyUAR4drEWAZietqwmOY2n0HfV5tIf4Z2p169NAqxFs6ITGGX6PJlolIRBqpYJUhxfsgQgsqVZdryZxBlZSE/S0GBl2uWLIlOEIKys/F+dBX2uXPh9xg1ysuF5Icy4CIFBf6dDitXYjA0bOj7ODcU28CLETj8GbS9BOv4O82dOuh+Sd1zJ05kHjhQlwO7bx9SmuhGzAkBo6hOito5c5BTxWzSafD58zwr7B0e3l+n9IokcWazdrz07YOevy1fzlyxIqf9e47feF1wmTIgruTmgoFRpgwCY/TaaZ7xPXe8K93jOUwmaLknToDJERXF/O67iq32wAFo4u5VYux21KZo29azCo3ZDMU/IQF29KpVQcv0pzzabDguPFxLxJDbmZAARfnTT7Fb0NiTJYmFQ8KLmjjRVfbMakUFnvBwcN+9jp2sLL58zsKxsW4Rv/I4dNbelH+0WEAqevBBHwE52dmcl5TnnV0j2719Rge5IT/fd9WLrCxETBUhZ/iNZKAw31wNvFiAXy18SWIfDiJ/p/mqrOKVQpeaxo5SZViK8Rz0cqi610CV77/XpWkJwdz5UcFj3tdv7I+dV/DgWv/o/pY4cwWvaTLW40HNZuapvXdzWWMWPzOgwMPftWEDeCQHdWQ/Z2bygMbH+eJOTyfZ4cN4xnr19B2w3brp7/AtFsifPn08Fz6bDcFKwcGeJhNfEAJOSL0iE0LAN/jGG15SdKemsnj5ZRTsdPMWrl7NHBKCSkd6po+kC/l84Vi+9yIcFovH+7DbEeDYooV+KTW7ycZJJ9LYbtMZAxkZzI895pZLIADIphRvA332bM/VL8DL3uigmmIBfjvDmyQOIM+JNzu4t4LF8mX1Bqj8vXjhRY9oSRlvvQWhooutW2Ew1rnwlcuCy5bV50sv+D6fnyjxGwzsbog5a+VNlZ9l3r3b1cZly1DPsVMnwYeHzwQZW0f1q1ULbA49Je3toUn89/OLXJPfYgETpkwZ5k6dEKyip03++y8iU/UYFPHxiIh8913llaWkwC5fpQryyiQmFj6g8JFHEBGqrtsrR7+/9x4CfpKTVTb86GgUX/j5ZxZ2/d3bv//Cpt+smdY8nJ7OfPa4he1pOg8va96yU8RtXEoSxkeDBp4F4tPSmHNjMzy3HoHavb3BZtNnpaSmIopJnRshQNyM2pTFAvx2hrfREkCSKr1TvVEH1b+7n+cS3oJRLy0qysNWIElIllS1qhcN5cIFhALq3ZCZf/mFuXFjTwG2bBnz481ikTXKrWHR0czbR6xi7t2b9+zBIY0bM2/cIFhIzoXvmWcQvugmHMaMgRlFTyv+eobgBS/sYl6xgnfvxjUffRS0w61b8XzJyZAN7v34yCOoDa3Xv8uXgx05ZQqojVWrQktu2xZatBw67u6M9IX0dLyOmjWRcsBuh/C22RATlZcH01F8PHPe+j9ZuJU9E5JnFCczDgkPh1ls0SL4GU+fZrYUODwjidzMJh6f5XsJDIEaNZQSb/n5zngekyelkH/6CR7bq8lzkpfnuUpPn+6qx1pY3Kgixu73LBbgtyv0RkuAo0hPeVdnHfR2vPrSuhW3unRBpV+365rN0LDU2QFdsNmggqnDp91Cv7t181Tu161jfriTBEP54sWa344cYV4+38T9QjdyxXJ2nj3b+WzqxtpsCLHs31+zsmzbBi50ixae68ratcwfvmvlV1rv5wpl7Tx/PuzKY8cq64AQEDzuKT127IDQ01skz59HMqnKlRHSv2oVZFbFisrCJUkQynI2wkAwdy7yrLRsif6TrRjvvutsrxDs+OEntvQawCk7oz0UXRdf221M/fQTdgfNm8OOnZDg/CE1VelLL8La1w7x22/xzHv3YsFyjUc5IToznAqFtXvrwd2UEh8P7dtHyUBfuBnC9GblQWEuFuBXD3dBXYg0aHoC3Bt1UD5efUuv28XNmxFdomqHnEJ27FjsenUxY4aSU1ZnFsTHgwX4j8rk/ccfcIDx5s1Q3Zz2iYwM2I5LlWL+4MGdnD10hNfrcn4+ClS8ptTWLChgDguDLbtCBSUZEzPz1KnQPp/sns0pb09hzs/nBQsQOu+OjAwIIVnYCgGq3w8/ePZ/XByEYdOmSPe6ciXylHTt6nlddWZDf5AkaPFjxsAk8/TTOP+dd5jtOQXw4L7yCnNqKhcUQBC7pw4RgpXVW9XoN9+EKWX4cCx2e/cytgjyKuFrJyj/rjOIFi/GzkHD+JQphenpeBBfFaQLA5sNL0rmaM6ZU+RL3WgHJnOxAL+94R4WWYgR5K5NOxzed6PqOSgLbq9KvhCQQuvWub6SIzCPHUNGPd1mrl+Pc3yoMPPnI6hSFlx//418JszM3K0bW8Z9ztOnQ9A/+qgz4VRqKiggly97v3ZaGtRUVb7YDh0gRLduxel79kDTrF6duVUr56VWrOCUr5fymPeFV2Gak6Plim/ZAju8nDhKRWvnAQPgyz1yBGtgv35eA0jZaoWpJjPTt9ZnNkOwlikDm/ewYUiENeb/2rvuOCmKrVtLUBQli4kkAk9FxSxZQUREEEXFiIIiKEYQFAOiGDChGAgigkRFQOERBEVyEpQgOS/L5rw7O3m6zvfH6Z7p7umeQNrlfXN+Px9vd2e6qtOtW+eee2+vDMgnn6IcRRfMU5RQuVrLDZF68/1+Uh0dO7JQ5KxZnPPnwx3w5xfHXGveqjKmy0UNetWqDCoHx83IYEDg00+jHzceOBx0Hu6+O7I6JQJKI4AJJAz46Qu9CxdD0NIKeiMcSTqoH8bni4GhGT+eFlCF1ghASnLLOpo1hO3bmV0SAVJyhztgAH9et45eq5TArC+OomG5Q2h7swebNtEp379f/eLzz4e+ZIfDh0k8f/89ANq1Z5/luXbvTkXHs8/y/b7jDpXq9Xgw7YG5mD9yb8RDl5TQIGrUyU03kdoIBJjQU6MGFR5ZWfxXSuY3nXGGWi43wvXIyzMFInVwOmmbNMrknns45he9t2H+md2R/slU22dG49z1dE1wFxaQOLBPQXqahMNB7/vttxmA7HKbCw91yMHRlDieRZ0R1zdpWL6cSUtBdmzUKBaWsi0cf4yQklsSU0JZPDjVNcA1JAz46Qq9AT/G6ImeDrFTVOmNd8xlxF0ucg+bN0NRjMHHt99m04IwlJTQyEZ5OdPS6BGvWkWKo04dUgSNGwO/dh4P+fgTAOjQB1sgHjjA+UTjNrdupTWdPx9r1pDKaNuWi0T79qTKpQSefpoyw5wc4LVnCuEY9E7UJgRud8irnT9fU8Ow2dDBg6HrPHcu6ZH0dNIIjRqFN58ww+nk57XYsZQcp6QkdFyHg8HMDUMXwNe5Gwa3WI3GjY21wM2QkguW1jxC27UdOaJuaAKkVFJSuPZNmyrhc3jwxetZaNxY5z3HAtUC5udJg4pn0yZy4j8P3kinYNu2E08079nDrMujR4/52KWhQCktr19DwoAfD/RRxWO8i9ohokkH9UqTmB/St94CevaE329cHHbsoAE22GntpfnwQ53bbI+pUyn1u/12Nv396iv1eLm5NMCbNmHmTLInwWM/8oi10sWMZcvgrXoe3u1zBEJQbuf10gBeeSXlwe+9x2DmTz/xXyxaxOhblIvj9XIBmjeP2u5OnUK0lXadd+zg4jRzJj3madOAyy8PNVS2gz4Nv6jIgh8PBLD16W8w7+yHkLbqAN55JxSu+Pnn6MfOzqZnfOiQqa63+lD8tV5Bzap+rF3DCO7qFQFceSV58ljlj26ngsxUPxtn67B3XS5WnHk7pjy5HDI37/gbNJgxeDAvgibLOQaURgAzrvfxJCCRSn+8iLEpcbRDBBsWW/xNP0RcRXr69xfi11+FTMswpNA3bcrU7mDZVn1evpZWHwGFhUJs3SpEejr/q1FDiBdeYPq5qFmTHXwHDBBeD0SlM3V5zYMGMTdfa5prg7/Obieur7Jf/PlDqmh9vVNcdRXLtJ5zDut1ffopy8nu3s3CVO3aCSE6dmTK98qVEY9dvrwQY8eyUNezz7IXs1ZeV7sEl1zCglnLlrFO2KOP8lLed58QWVn2x65QgafvdrMoluF+OhxCvP66uLrSPvFj27Hio1mXigoVhLjjDpaMHTaMVWLt0sC1FH+vl3M791zdZ9UytTddFxBjxpUT93ZPEikZFUXr5gGxciV7AN92W6hcgB0AIYoc5UTVGuVFOejS76UUTSa/Ka4a1EkMX3WrGDL8bAFn5HsYF7ZtEyI5mTn9lSuzVkBY9a/o+H9VxEpD6a0d/wMIBEKRsGOElLomwzZDWAldYsbjj8P92rCwDcLw4ewqEzZ3U4MHPXw+ynNr1aLC5K+/yI9Wrmz6oNcL2agxvntmU6i7joZOnWyPX1zMaqnVq5N3VkZ9hU+qfYDeDxo7wyxaxIBg+/am5siZmRRXp6dbHj89nZTJTTeRMsnIoIbc7P1KycTCxo1DDRcAlqdt08Y+5VxL0PF46KCmp6vOZEoKI5effAL4fDh8mMk9+pBASgrVPC+8YP8sFBZSW69VeQ0GOfXxFykx/F0FN15ejKI0R/B8vv+edNS339o/roWFDJ4Gv6QpVMaNo3TG50NGBuWdLzycA7/rBPDgUvKk9VyP18sTjOO9ilM/cMJQ2h54woAfD2KKJkaHy2V9GBuFV3xDbtkCZ406kE7jlnfPHtbgDlO95OVxO6sbRErSFI0b08joMzK//RZISgqvMeKZPR8TagwOz97TLKPpbVuwgPywQc8M4O9eX6NexTTI/ALD559/nlULw8pOr1pFhYTp+H/8QX33wIFGyuTbbynDMy9wa9eSZjJL+V5+mXp4Mz2iJejor2cgAOT/vgmezvcgMHOWwSC9+qqxUxJAA3rPPbwGZiGG00nFiX5ctxtIS5XISvMb0tylBB7v4cb9HfINl2HXLt6/hx4KD0VovULDnq1166j31t2UggKg/c0leKxrYcSSDzFh/Xr29DRb3+Li8IcqAkqLi04Y8NMVmvd9Ag5jlbgRKSYazwOjKICrTcdwba2UaNYsvLIrpGReupqgsWkTg4iXXsrEFrNTVFREksesLS8qUDD18g/C61lIyZRMNW0/K4uihosuAn75JXz+Ab9EtTNKcPDGBw0X6uef6cVqQU3D8ceOZZQSvI5Dh9IYz5tncfwAg5STJhltyKRJDMyaDZ3WW7dHj5Cx9vlC2ZWGecyZA9mtGxzLNiI93Xifd+3igqK2/AzC6+Xi1KpVaHHyePj5MHWdlJA+PwryJY4ehaEcrbskgDtvyMJLLxrF7m431+crrggldEnJ+xBGa+fmUgv6559h1rGkWEGPW7NwR4dAPHY2bP7o2ze8uan2t7y8mLM8SyOAWZrjakgY8GOBFrQ8AXfO6zWqD6MZb234WOH3A545CxiF0w8iJT78kDv7MEyahOSZG/DoozR8X3xh/x55vTTgtWoZ6xllZUrM+iyZMg5zhaRZsyCvvwE/TJKoWZM5LJHaJd5zt4LvrhpFUXaABuO119hDslEjC0lyQQHw5ptIW5eMW27hemGu76HHDz9QV56aGjrPJ59k4s2GDeGLltcL3HsvlTBuNw2rwb75/ZxUz57BanpaZcPCQh5vzx42VK5dO1w8IyW/fsUVVPns3Wsh3jHJVjVNur6rUPbObDSsH8CYb8JT8Rctouz+nXcYdA07vqLQuKqdlawyOr05RXjsXgeaN48qALLG8uWsomX3QMdBpZRWOntp1kEBEgY8fui5weM04Jp00CxmifZQxDOs1wv4PAppi99+M0gfDxxgoobeMywsBIY8moIqZ3kxYED0F1NKUiiTJwP166ucrypr++9/QSv39NOG7xzYG0CHs9fisroOrFoV/Ry++gp4+AE/LXH//pj/X4lp0+hJ/vADRS9//GH8zpJv9qF2ZQdeeckf1Ynz+SgpnDuXRtzp5MKwYQNVLlbyfoeDfPpLL5l2/wUF/KVF2zOt30J2NtWS48ZxAe3Xz3peP/5Ipc+MGaY/2OQcSBmqq5KfDyh5BdjxjwfVqwO/L5FhD1ZaGjX9rVtbCI/GjuXk9NsKsxH3+xHIyEafpySuvNI29GCNQIDHVwud2SJGKuUYUjBOCBIG/HSD3sIe553TSwf1fHe0w8ZjwIM9ML/5hpo/08Gvv57Ugs8HjB5Nve/9d7lwoP/ImM+vUiUapR49gH59+Z19+9SdcWZmsD2N3884XtWqwNC7/oa7feeYjr9jB+kGmZ2DksbXYEjbNcjK4ilNnEgaqFYtyuv8fnYRqlkT+O+AZbTAMeDbb0lbuN0sudugAU//t98oHzTfbpeLv7/5Zha/AsDI6MMPc8WJEFErLuaCM2YMqYuaNcMrPUrJXcPs2Vx71dymqAlj2p9zc4H0fQ64sh1YuJBj7N4Ng8WRkh77iBGkyILlcjds4OpkZZH1DgwA5OdDOl0YPJjHMHc9ssVvv5F3i+Vhz8uLSleWRgATSBjw0wt6buM4DbiUoaxAzbGJ9bDxGHAtAxPFxTSkpoyUjz8mx33ZZUDz5mqdE0VhlC3GfXHVquRrc7Ilzq8tsWQJs6KDtcc/+gj/3NgP114r0by52p/W5WJO/KZNUY8vJamGnTuBRZMyMbnai8CECZg3j8oQgKqapk3pTTZvrjIXTic5Aq2+SwR4PExIWraMhrVHD+5G9u8PeffavdJnV6amUpUxd/AaJqKo3Hs0rF9PRU9BAZ1dtUd0EGlpoeSiPXv496FvSSje6K6m9mdXgQfpuwqQk0Ma7NJL1exV9UQcxTJYuHDTJtJIAx/Pgb9dhwiF42Hk+TyeIP8yYgRjGdGSnoJF1mO49wA4RoR6BaWZTFPaBjyhA48VmibWrsdZnNB03/rD6juWnQhIqUqEBSii7ttXiFGjgn/fsoU9Y1evZi/adeuEaNlSncwllxgaHUdCpUrUJ9eqJcSYsUmiTx/qoCtVouT71axXxG3/fCyevHG7WLNG7U971lkUj3/2WdTjJyUJ0b49+yKv3ne+uH12PyFefVXUO7xSHDnCz9xwgxAHDnDclSuFqFdPsPPuww+zNVeURrpnninEa6+x6fHatZSVu93UW+fkhFqOuVy8rpUrc14XXwSx5IkZ4qyxI8Ufrd8VokuXmK5ZUpIQ1avzOejWjTr30aP5N228+vX5uf/8R4gliyE2rFXEU33LC4838gOiNc0+69wK4oKaflGhAhtbt2vH1nVeX5IIKEmixAFRrSqC12/5UkV02/iG+HJfZ/FP5baRB1Dbt4kKFfivzyeGDGEKwK23suWcLRYuZCLC9dfHdK3EmWeqvees+779v9R/ayi9teM0gtW29TiXXrfbKCHXvLtYDhmrB+73Ax63zqVPSQHOOQcpW3Lx+OPUW3/6KVPJ58wxfXnJEusGDxaoVw/YsT008YcfJrc6bhylcl26ACljF5AL0BPS+fnkPmJoWjt+PCmOIJWwfDnyq9THbTcU4PXXeZiff2adly++MH35l1+ACROiXlyXi1RN7dr0fhWFFMeCBdSDOxwhpYaUoGf4/vvAk09ixx/puPRSa0GFFdasCbE7JSW83NWqcZexe7cpaKw+f06Hgsce09WBiQIpESwt6/Vyl3TLLYytZmer1LL+wRszBvKJJ/DTND8aNmTZk6jPmiZ+DwrIydlXr27TpMftZjB6+/boJ6CHVsfXgkopjRrg+rETFEpZhxXneBxPjN9PQ6A/ZDx60lg/5/VI+LyhQYqLgTev+AVVznTjxRdDRuDzz0kZGHDggKEyYCQ0biTxz9+hcfbtYxGoKlVopKQE/6dNm3DrOnhwhPq2IezcSa5dn85+dNx8VE/Kx41XuoI1V3bvpvEwVDr1erm/X78+6jgDBzIxSb+w7txJvt0QS8vNhXzmWUPbs9WrSVPEMAxWrCC/rcHnY0nY9u2NFQjNnHMgwFyl666LqeIB9fM6sXZKChfVQYNMqfhr13JwtQvOwYP88Z57YmiM4/eT89FxQAsWcEHSFcQkZszgCRwLbKiU0jSipVkHBUgY8OiwW96P0YBrhaXMQZcTbsClhNslEQhwrHHj6F3ee2se9tZsEfZSV65sMhxWDR5scNWVEmvX8hxmzKAH26wZA6KGrMVNmygZ0WvWtCLjUazE0qX8mNYn87ffePxrLs7GutrdDI0F5s7lHAz9cFNSaGyjFNP65BMuFFp7UM3B/OEHlpj1+UBS+oEHgPHjWUxKh4ULudGIxgMvXWo0bh4PM1vPP5/X0OtFeMBQh3HjKAOMulg4HJDFoZUnEOBCU7MmdzNuN+iOd1B5b9020Otl4bMmTVizJSIKC8NaFa1axXsW1Lo7HIwTxLLy2KGoKOyZLK0AJpAw4GUbkYpUHWPlQXNhKQ0nw4CXlNCgXHEFa3YH41ItWzJTRYdWrSya9n7+efStrpS44QayLZ070wNdupSUzP3306s04Iknwhtz9ulD42oDr5d1uR54gI70kCE03gsXsvbW7O7TWeVKt1q8/TYVNobklCVLGDmMcAG7dwcefJBlqfXtz7ZvpxHLnvknAl3uNugWzd7f9OnRi18tXhxKovL7uSbk5ZEGatgQOHhAwlFgk4qrYuFCXu8w+ksPjwcoKAjOMTeX57RyJT3kxQsDcPd8Gsrno0InY+Lyli3j+bz6anjSWRBaJS9TdvI//3Ax/fJLUDKkRZ2PFRqVolrt0gxgAgkDXnaheT92iNOAa7Jxq6qDpvyamI4VEVJi82ZugevVo0ExfGfWLEondIN9+SWNlwFag4cI4wQCrLFxzjlMrtFSvadPD5X3NmR7pqVRtqI1XQTIe9SubZvNs3IllSGjRtHo6LMUp04FPh8pmXnTtm3QwigKuffHH9edpqLwIJbF0HlvLrggRMOsWRO6Vy6nxIanJ8DX7X5kLtsZlrVovm/ffEOaw25jsWABjbii0CHVPiclcEdHibff8CMrQ7Hs+avH5s00rl98YfPsBAJqSUjem6ys0OcmTQJerzoa+ff0QmqyP5y60RnynBwubK1bq3JEK+TncxBTzeM9e4CmFxdgT5OukMlHbL4cB9zuIJVSWjXANSQMeFlFtFZUMZJuesWVXjpo/kw8h430QqelSvTuTUP3/vs2VT/9fmbd6KJMaWlsU2bIPdm+PZSJZ3Fi/26TuPlmprSb+0BMnMix58+nEdfFuOiF3Xmn8QvduwOffWY51WHDGIOsWROoWNFYD2TVKtYngd/P1Mzu3YNvVUEB6Yyvv9YdMDub3r5FL8cNG4Brr6XTOmQIdxAAeCJDhyK1az/sX5cNj4dfN1c9Nd+74cNp8KyKX82dSyf+8GFdzXQV+3f7Ua2Kgj17uKZpzRXskJwMtGjB62Apl87JgeILhB9n3Trsr98eHa7KDLae05zo4AmZdONaYHrSJItnVScpNBvxvPfH4JNaH+PFF09QwFGlUkozgFna3j+QMODWiPZUxGhptRusS1wLe8GOJZBp9RmHAxj2tkTVqmwtmZoaJfdh5Ei6qDrccgs95yBsGjy43cCbb3Cszz5jgUF9vozfr1YTVOfZqxeVD0E4nRRd64nVdeu4XTBZqpUr2Un+vPPIe//nP8YGCMnJup2D00kRuC5BZOdOetMGWfPatazRYtoKffwx2Z3iYtqhqlWBvSszSPEMH44j+zzB3YTPxzwXs3E238+XX+b1MRe/mj2bG6FDh0yPkvrsvfsuaWlt0U9Pj9xprKCAtM/991uU0y4oQH66O7jBkRK01B06QFm5GvfeG1r3tOYRWsp/8As6Q759OxOYevY0LcwAXXVNQqO5x1lZQJcuyNmegWuvJYt23Ly1SqUEPP5SC2DGQ3ueLCQMuBmx7MliMOBm4w1YNyw+FnGL/jOBAL3TCy+U6No1tL0NZmDaobAw1KRRxejRNAIGfPghFSkqVq4EmjSRuP12KhUA1gXRF2UqKWHQT0NBAXN2DGzMtGkk5/Vvcrt2Op0gvdO6dcnfaw7zs8/Ss9Xg87FYXtBA5uTQyr/3XvAzc+YwOBj0dKVk6qWJHurUiQuYdk9GPfUv/qrbnc0h1e36zz+H8psCASaa5uaGG24NgQAXMH3xK4DD//ij6R7pHAePh7sHTcmpMSH6hvNmeL2sK9OmjXGD4c5xIPNgSWhegQB7cX75JQDer+uuC4lDtOYR6em69dRkxJ1OLk5XXWVscg2n07iqKQq1qqPIsRcWcldyzz0R+PRY4XbDnx2uSjlVSBjwsoZovLf+cxEeGqs1wKphsdUh4jHgS5bwBbruOhnWIDyYgRkJL70E9O8f/DEzkzSKgYr+6SdgyRIUFLC2Ua1aElMmS8OxH37YWOwwNzdcQr5oEfnloAhEUejGjR4d+tDChUynVBTMn08aqEMH4wZg1iwabD0eeYQ8axDJyUwJ/O674K/efJN696DRKCpiZHTfPkhJu1+rVpAuBhYtgqfT3eh09kqDTP3vv0MKFYDXODubTqb+3umvj1b8qk8ffqaggGoXQys1i13fH3+QftLfj6IihFU21ENKbi6aNqWnrChA5hEP3BkFoQ998w1kr96QvtCznprKS2ZeiFNTQw3jgwPo5jl3LuvGfPih+upo4nntBUhN5U4vMzP4PaeTDFr79sfcfCc4lUBeoUXro1ODhAEvS7BK1rFDhLtmV+PKqmGx1VCxsDPbttFbvPhiYPIPMmw8TaoYFQcPksDWpczfdpupxOnGjZjz9G+48EKWbc7OCp9cr14s/6EhLU1tc2bCU0/R2Aaxbh2tpuaxKQp8zW7A4Hv2oXZtbrV37jQeIyeHMj/9+Q0ZYpFAs20bNWxqDdlAgEajd2/d9d26FfKdd+HIdmHxYvLICAS4qDz4ILB/P155hd/RUFhItY65TrjGIZt/r8Hh4GL00ks8p/HjQ5LISJTdQw+x34EeWrNjA81hwowZVKj8+iuQnxMKZGLdOt7kzMywZ+3vv7lo6guMaaVI0tJ0dtLkjaekUIHUqZMq3SwqClnmDz7gyZokkV4vz+2mm6K3SbWDogABb8CgSjmVSBjwsoR4oiE2n4skGTcHoY4lPpqRwcJ+VasyQOkssf6gnVTREvfea6jZ/e23fBkBOk/3dPaifpU8LFpgnybar5+xpOvBg+SrzSgsJCVikL099BCzZ8CXv0WjbLStsgWLFkp8+qn1kM2aGYUkY8aQRgrDihW0SOoePz+fRk1rCKQoQPGEmXBPnIHhw4GhA9Q6tc8/HyR3MzK4xuklgYsWWUsECwtp6PQ7Bv38U1M593ff5Xy3bkXU5y49nRx+0NgjNPfcXGPHejP++INFuSZOBFe+tDQab53rb37e5sxhvEHHmgEI8fDZ2brxdBbM72cMoVEj4NdZKgdz8CA5Ob2brQtuBgKkfJo2NTbxiBVBZ8nlsm+TdBJxAgqSHjcSBhyIjfc2f14HK75bD7N0MJqXbX4onE7yvlWr0limpyPiASK1aAvDqlV05dUvaB7uyJE0HC+/JOF4dbhF65sQXnrJQDlj506EUToafv+disEgVZGcDFSpgv+OS0OtWsBbrwfga9AYI/oewrZt1scYMMAoG1+wgLpvS8yaRS9flS1u306bvmKF2v6s0A0MH44Hr9mNox2eoBUyXbznn6eh0bBvn60SMUg76CkOKXnIPXt4bZo1425mx7bYnIavvmIcwOoRdTj4PJhZBCnJWmzezPE+GpwL+fgTxq2S7rP6x2nECEoTrQK0hYU8v6IiXYatzhtfv54K1cF98uF9ZQjjB2bojLiU5N4bNAhfNKLB8M4VnnoqpbQLWQEJAx6/8da+oyKa8baSDka76drhFYVyrYsvplesZfeZO4abETWAaZ7g9dcHi07v3k0DV6cOMwMB0IWLUJ3u1VdJJ2vYvJk7dTv06xdK3ff5gFduXo3aZxZgyRL+bsvg6fj48km212n+fIpNNPz7r0XCkB6jR9P1VxehH3/kIqJ50c4Zc7GgfBc4x/5geXNSUuiFa4FBn4+Xyy5J1eUK1RUHeC/27Qv1tdi/H7jgvABGfR6b+xYI8BbpwwV6aO3Q9FnmRUUhZiwzExh96WdYe+lj8JRYu+t6Iy4l6avbb7f27n0+ev765hF6b7ygABjabRtWV70L/26wMapaVps66Mcfk++PoXBkEIa5BU49lZIw4KWNeHhv/Xd0uthodRjM0sFYOG5FoYd3zTX0ZgzNCqSMasBjCmDqMW0avNe3wPB3KQ3s3p0vbxArV4ZlbuoxdChLmmhYt44ZeHYoLqYMffRoGuJbWgeQdl4zYNkySAl88p4Hm2t2sH2bi4rYD1OT1RUWkhmI6My++SZw5ZXwZeWjqIjzbX6zhO+nOchq0Q3PNvwtYsffvn3ZcFnD2rWw3SEANGxpaZzj4cNcO/QqkFcHKahfP/biV1oVArvEII2rzszkwmLg49esQaBtOwy4ay/uvNOec9Y/mx4P1Sy6GHcYHA5d8wgFBm9cvjIIa5/6Hv+5xIvRo23ujcmIjx9PrX8stWQs9QanmEpJGPDSxrFkAahPeaz8l1k6GO2G79rFfJSLLqLja/CkdWPbIeYApg7rVvrQtMJu3HJNIfbu5Qt51lm62tGpqXSxbSb/wQfGQNvy5eHBRzOGD2cnn4ED1Rdx4kSgWTNs3xrAhx8Cytvv0A20wc03GzM8u3SJwqNKCc8TfVHU4g4EHC4EPH6MazIS6xs9hk+eS8awoQrdQIMmLoRDh+iFawY0M5NFDqMt3n//zRoqQe/WT/rgs8+oBW/YMDaDBdCYPvpo5M84HFz3ghRVZiZXt5UrEcjIxquvko7RJKBm6I14Tg7nZ0iEMkFzfNPSdM/d5s2se5Cfj/2bCtC2LX8Mzsk8oC64OXMmd4DRFjbNeQpDQUH8L8AxoiwY8P+/9cAVhf8eQ33vWEuDKwrrFGuf0+p9WyE7W4j+/YVo0UKIG28UYu9eIXr3Zhlkw5ejFD6WMvZTcjiEePFFIbrcW1G83PWQWNawj2jShHWq27UT4pc5aqHlCy9kwe+CAsvjnHkm/6zB42EtcCv4fEIMHMja1126CHHkiHqOTzwhkFRO/P7h36JDByHKPd9fiAULRLDgtwnt2wuxbFno53r1hDh61P5cPd4k4ftitDinxhmi/MM9RPlXXxGP354u+vpHi/FL6otb2pUT4tFHWas6Jyfs+5dcIsR99wnx+ef8+fzzeWmysuzHzM9nPfHatVmnHAGFtbrLlReBgBDNmwvx9ddC9OwpxI4d9sfR8MEHQixdajxvMwAhzjuPz0FetiIw5HUWHG/bVpSvkCQ++kARTz4pxJ13CvHXX+Hf1x4vgPXdFywQYtgwIRYvth6vfHkhatYUokYNIQoLhcjNgZDfT+RJVakiGtX1it9/U0SjRkK0bSvEn39aDKjVFpdS9OghxI8/CtGjhxC//BL5PC1fhXPPZdF27f3+X0fprh+lhOMooBDwR6cwNJilg1artctFDW21apTZaV2sDF62iXeJ5IHHGsCcP5+08P33q2Pm5dHFVHtiTf5B4rb2ugmPGWMUQOvw9ddGZ1nrLWnG4cOUjWnduhwO1lHRNOO7J/+F9yqPQKBAVS28+KKaJx+OP/4gxaTho48sinGpcLk4lqKAW4OaNVlQxefDypXcCSxfrn546VIWFrG4yHv3MvdJK8O7fbt9S8f8fAYttZrvOZkBZKYFgod9770QJ64Vv4qlHdm0acxTslIZ+f3cIWishPPjr+B8+El4XepDWFAQjK7Onx+SGVpB/8gtWcKAdgx1zVD8+3o4730Uxfkqv1FYGBSy//475/7WWzZNsnXBzTVreJsmTrQeKyJ1eYqolNJOowf+P1Iox8J7Q8d3B2KjXMzSQauMy6lTaUQ7dgznUw2JE6YvRzLg0QKYmZmUOIdlRgJMcxwwAABQWCBx9tm6hvJLltj2l/zuOx5Tw08/hfOsv/7KF3LYMOP8li+nSCQ9nYmB624ZEkoJPHSIX7LoXuB0Ui2j/WnGjPDu9FKSDy4pUS/h2rUsZzp1KnvIDR+OuXOp0rjoInUhUxQqNbSIqgkPP0w6XZtDsPSrDg4HqbCgEkU1TPn5HMPvD3WD1zB6dOTiV/pzat+eMlIzcnJ0NcvXrAFuuw2uw5lIT1eVfCUlhqLmmzbRoH75pX1OgoYxY6gUycqKMrmnn4Zv0R/IzOSz43P5+X9Ui5uZyRjLrbfaVJXVGfGtW5n8ZVWOJ+orfAqolIQBLw0cj/GWiJkzt5IOalixgqqCK6+0r7MsJSAV64hnpCnYBTClpDdTsya5VMu6Gnv2UKuoekx3361TPhw4wK2CBaZMYWq0hsmTQ3bC66XM8IIL7KV3L7xAmnbYMCCw9wDdXE0i8thjxtx5HW65hSpBgPZKH2SUknNwOtUfpk+n5n3LFn5AzdYcePs2fPgh8MordMq9XnD1eeMNU0FxYscO7pY0B+/PP41ZoG43jXfQTpqKOhUVkS9+/fXwRJz33mOaeVh9ERN27+Zt0vPYJSUWvLfK52up8TmpHgRyjAfXdkXBWIQJ+vm98AIrEdumwC9fzqqQ6gNaXKzWVTmcD1niDAqnFYW7toYNuaMIe151wc19+xjwNodgoopNNHL+JFrZhAE/1TiGoKXGtgQfnhi+b5YOav/u2UMH8IIL6LVGegilImnAbeZk93srp2P/fnptl19uSt+2QufOQZdn+nQaSQARGzzMnBkqLigl1QR+Px3oG280NHqxREkJvfChQ9VfDBoU0hlu2UJ9mcW4w4eHmvmkpPDaAmqCTrF6LbxeRll79QqPcv77L64vvwXrPl4Fv5/zDDYH2rCBC5bFXv+++0JlrY8cYQUA7RLt3q0zwCbjrT/f554L7VK0TZaU9sWvzHjzTd4qzbnIyFCpM7+fqaPffGP4vJRAYV4Amduzwwxwfj4D5z16mLoO6b4L9dCdOnFNDTO6gQBr95oesECAC0fGjlyOq1OqbN5MR+appywqCet2ykePcsP0/POhwGFMxtPptC1RfCKQMOCnEsfAe1sqTWIw4GbpYHY2H74qVWikrF4SAySNdyRDbTeunrbx+cgNV61K7zam7Mw//iAxHQiguJi1UYJ2z6bBw7x55LUBLlzff0+FRo0aNHTRLvvBg+TQa9RQxyosZDqgZgw6dw4zSAD//J//hM69fXt+tbhYPdfcXG43dG3P9EhPB86v7oW3KsfKyaG3N2ECaCUmTLDslrBlC+daXIxggaucHGq9gxSDjfEGQob64MHQuqQZ8ECA9veBB2x4YhUuF2/TnDk8zWCy45df0iLajO0+moP0o4Ew79/rZZZv27ahOIx5zgCvb9OmFhTOokWGKpBh803JQdphb8gpVl8uh4O36JprdHkH+kFVhUp2No39Y49ZF4WzhY73P9FIGPBThWPgvS2Nty5ZIRI8npAX/tFHDAD16mUd2LOdLyJ72lbQBzD//psvRYsW0dt7GcaVkuJz1XB1765L3ps7N1hbRI/Fi7m1BmjAOnbkLsMuG9OMceO4+x4wgHJAKQGMHUv3XVH4x0svDYvOer1sBadd10ceoRHwesHtTo8e1HbbXLCZM1XqZ/ZsbgF27sTmzaRI/voLtIpDh1p2MOjSJVSBYNMmcvzB+xvBeGt/HjSIz4emFQdCl9/r5XXv0yeykVi4kJuTgwfVa7Z6NQuuRCKqCwoQKHEjJye8sqGicLNy1VXWz4z2+hw6xESon39W/+DzsSSCOd9fD6cTSl4B8vN5nUpKYPDGZ8/mLf70UwvprHo9i4q4I+zSJaZOf4Tff1KolJh3AScZ/z8MeBzGW7sxlu98DFk4gQAN+I8/0ptr3z5Eu8Y8ARXxGnC3m8bglVdohGwTKKKMi4kTScaCRq5VK/X3Ng0eli+nd3TwIG3/1Vfrgp9RcORISJXgdLKE6g8/gPesadNgKVe0aBHMFtWjUyfGJH0+GsX589UJ3X23bSBSQ//+uh7LY8YEszWnTmWQNzNTPedhw8I8+L/+4iahpIQf+fprlRKLYrwBPh+DBhnpj7w8I5VSUsJkKu1zVggEuDl56SVwsu3bRxeV6wKZxcX0ts2025QpNKZWXeW1uaxdy2ds40ZwuzVgQOR3Q8pglUItczTYPEL1lpKTec5dulg4O+p1dblI97RtG7k+ugEngUqJ0Zc76fjfN+Bx8N6GYKXdB6IY8D//pON4+eU0JnHFS00fthvO7nTmzeO2umvXiKVLrMfVD+R208XauBElJfRyU1Jg2+Bh/Xravho1GAyL1IXNjO++MwY3167lcVJTQd3ZxRdz3DlzuEqYLsgnn5B6LSoCRn8jseKJiSSpo2USgevD5s26X7z1Fn+Zn4+XX2Ymos8HymomTw4bu2NHUkT79zOpKPlgdOMN8HSGDAn9rFVgzc42GvG8PK5bI0ZYHycvT1VFVvUj7+5e9rn2emid3XU/ZmSE9SPGsmUsTGVVykT73LRpQIML3HDeeV90jSHAFUPleqQ0NY9QaBF9Xon33uNCPn++6fsqDepySjz6KB8HC4GS9YTz808olZIw4KcCcfDeUY239iGbD+zfT5FD7drc/cctdrH4cKwGPCeH3KC2rY1TZGP9hXfeoWYOZCKCjvcHHxiqDnk8lBCWL0/Hd+9eU+p/BKSmkp42v1eDBjEoKiXobr3zDm/O5ZeHyXbWrWPdFn+xC/seeRsbr+1rk/JnRHIy14aw7fpTTwGtW8NX5MKtt6oZph4PJSKm+gALF9ILdziAfXsULF0S27NWWGisHaMNnZtrUNxBSlIszZqRZtLD7eZnpQSWdRuFubWfhuKLYXytM4QOdpUNd+4knfL+++HPnPbIzLxnBr47/43ocR1tbH1TTlg0j1AplVWruJYOHGjcIciAgoDHDyUg8dxzDG7G5KxoVMoJsroJA36yofHeMSBmO2+RO5uXxy1slSqsRKoVEDpe46392q48rfb3adNoRHr3jq4hjmdsZGWxU/HRo5g9m6nrAMgNqdTEgQP0glq2pI4aoJ5dX086EiZNspZRulx8Mb//HuSfq1ThWzp+PDle3ecKCoBG52aiqEcfZD33Dp58JDYva/Jk0rZh8Pu5hbnnHmSlB1C3rkrpHDpE6YeqHywuplywTRtg9NcKfO5AxAJXeuTmck2yQkFBSCuuGfEDBxis1RKVFEXXJ3PVKii3dcAtV2Tr+1dERk6O5QNvVdkwI4O889NPWzQkKXZA3t0Nz9+5H3ffHeM7VFBgGVB2OnXNIwJ88HNz6Gm3bKkr5KYwmQ5+P2RAwVtvkarUN92wRUnJCaNSEgb8ZCKOoGVcNX11H/R4WHK1Rg16v8nJIelgDEyLca6xDWn4XXIy+d9GjbjdjauErH7sSOM/+STw2mtwuXQ1sTduBMaOxaxZPPf33+fu47zz+JWNG20TNg3IyKAW2k4ut2EDg78pKaDAu2dPXmC1TKLTSYMj/92OdRd2x/Lek1FcJNG+fWyG5MknuVOyhNNJ7qJfP2zaKFGtmhqfmz8fGDMGLqfErl20B0t/V1C/DnndNWsiF7jSkJlpnYijQdNPe72hW7RtG+/14sW0gQUF4EVUee+1axmHjYlSiKDM8Pk4P42TB3idH3yQmyFd7w/g++8h3x0Op5O0ob6gmS28XttJagW5gs0jFAVSkZgwgdTg+PE6RlSnUBk5kkHzrVujjH0CqZSyUAsc+F814DHy3nHLwhUFUpKmaNiQnokWeNdLB0+U8VaHNCAQIJ1RrRoNoLa9jKuEbKzj//svrWhJCR55hHyzOy0P/a9di4suklixgh9LTaWTDND7jqUk6JQpxmJUVnjtNfLMMjePq8Vff0F+9DFK7n2M2ZULFwF3343ZL6zQ2B506xZ9Sy0ljWFEmjw3l5TNu+9i0iRy/NnpfnhHjMTuKRtpQBUF0h9Aixbk8mMpcAXweul6aFhC80hdrpARX7OGhmzBAkDx+qm91LpTgKoVffcgW5gyMs3Q7FxmZsjr9vsZHL/xRnUhLygAunaFTD4CKem516lj01jDjNzciJpWj0fXPMJHV3fnDolWrbiQGOy/Gtz8/nsmqUXNc/D5TgiVUhYKWQH/iwY8Bj4kJr7bAuvWKGjRAmjShIE6/fc16WDM3nccqhjto9u28QW64YZwbyPuErKxfrhDB2D0aMydS07y2msl7mi4D9n/hvia3FyWdwUYd9T1SbZEdjaDeNHoBrebfY/HjwcwahSUlq3hSMmHq2YdKkMefBDYtw87drBpsZTkrG0KCgaxZw8NYdRLcOQIifJvv8Xzz3PB3rUyC9kvvU8Loz5nixZxQff7KSeMRmUlJ3P3Fg0eD424wxHask+fzrHSX/2CvIbOEOXmcidkV5/FcOBo6Z7gM6XVrAE4h6+/Jp1z+NXRXNEReka3bOF6v3x5DAeOMr6UpuYRAQVul8TAgXwmDOXpVSM+ezYdG7vs5iBKSuKQsFgjYcBPBmLgvY/FeB88CPToIVGrlsTXX4dTFYFAyFM5kcZb+6jTSW+7alV63+bx4y4hG8/JL1wING6MqVMUJCXRC1O+n2Qguh0OQAgedv58ywx0A2bMsJSTW2LjRr6Uh/b6UNz4Ori/m0pCvmnT4H5eSgZwd+6kTTE3VDbj22+jNIDQ499/gZo14Z01DzfcQJuJP/80CJalZCxgypTIBa40HDgQbNIeFT4fKYXCQjq9ubnA0rdXYu3ZHXB4UzgVMXEiSzREpNMUJaZAL8DXKSvL6LQumpyNpWd3weLJIa2oZsTnzSOVE5GT1iSFMcSo9M0jPG4Jv1fBwgUSTZpQARQ8TzX9/vclEtWr6zTqduPn58fRdzAcZcWA/++UkwVYQjJYf9X6I1q51ShVWYUQrJ46aJAQ114rRIP6QhzYL8TzzwtRsaLxc4GAEBUqRC4Xa5hELIOrWLlSiGuuEWLzZiG2bhViwIBQ9U0N8ZSQjW2SIXhu7ST657wjhgzwio4dWTq0XKOGQhw8GPzMmWfyX5+PpWS1n62Qny/Etm0sVxsLbrxRiGefFaLX0xVFxUEvikovPyPELbcIkZ4erGGblBQqL1u/vhApKZGPuWoVS5vGhKuuEuKXX0TWU2+Isc9sFYsWSDEjta0QZ58txJIlwfHfeovlXuvXZ1lbn8/+kNrzEgsqVmTp2qIinnIVZ4Zov/odkd7/fdG9by2RkWH8/BNPCFGtmhCjRkU4qPYCBAJRx69QgeVpy5dnyWOvV4g7c6eKRs92FC9+cL4YM8b4SHftKsRrr7FUsE31YX74rLOEcLtjOv/atVklNic3SRQWlxOd7oBYvgzi77+FuOsuIZKT1XMqV07c3l4RCxdA9O8vxIQJEcY/5xwhSkpCtaFPV5T2CnLCEIXQjieT3uulh1SzJpV0hw/DlhvRVx2MuiLHsWTn55PTPO+8cAmyefWPK4AZxxz27WM2Z6crjiC79b1YsICSNnODBymBcuW4K502LXKg/+efLbPTbaHJzO5v+A8ONruHurYPPmCLHJ2Yevx4yjjXr2edETsoCvlsu4YGVsjIAA6MXgylek1smLYP1aoB21bkU5WiFt1SFE7tp5/ooEeikXbs4C4gVkjJOSTv98Hd43Eoo8dCSiobW7UKZyO2b+duLTk5wkGPIcXc5QIy/0mFr1MXIC8Phw6Rzhs8OORMa1TPU08xvmr7XFpICqPB5+OzkJYGuJwSAZ+CkZ9JXHqpzuNWd+H/blVwwQVBlscaDscxUynHQsGeDPxvGPAo2W+xRoylZBCqUSMmIm7YYPqjxR3zemMUvMRIjkvJCnsXXEB1S3Z2uME2/xxzADOOJ+7HH8lnfvQRoDicQI0a8G7ahmrVgD27FL61OknCWWfxfZwwwd4uFBQwMBlrqWavFygqlAjMmYuCW7qhwznrcXTRv+RUVq/m6qYe7MCBkGqla1f7Y27dythkrJciN5fG2O9VWI+lTh1M+CQP9esDBX9sopxEXcFnziR9cfhwqMCV3RxiCvapKC7mPOTIz+F+/GlkpCnBJjYDBgB33BGu5hk8OFTcyxJRApl2UN77AMUjxweViLm5zAZ96CFjXRePhyVj+/aNcK1tJIV20Iym201uPiebRnzjXxLXXsvG08XFCPKk+/cqaNCA67zlHI6DSikLafTA/4IBj+Jax6o02biRmt5Gjeghht1wCwOsPUxRbXOMxjs1lS9dgwbGQIz562YDHlMAM8Y5uFxsOnzxxSYu9/XXgV690Lu3Wt11zBgWAVFRrRq92vHj7YeZMycKN6mDxwMU5fmhfPY5+4gdPoy336ZRkH370cW7/35DIK1ePd7H226zd6y+/JLnFwuKiqj19riU0Co9dChwxRV4prcHt7WXCEyYFDypQID69dmzaczt4nR//61qy2OAz6f2t1y6nAHlnBwUFtIL1ZyH3r15KfQ67ZISXo///tfmwDEGMg04dAjo1g2yqBhFRTSibjcP1acP740WwNUSkxo3tq7nDSCipNAKekdJStr/1FSguEiiqEBBn6ckrrtOl28VCCD1SABXXEHjbmkmfD5VfB6fKiVhwE8EIui9Yw1WJiezCFLNmqRNbCvAWdxgTTp4vMZbUWgPq1dn5plZnRHJgMccwIzBeO/dS4qkc2eL9yo1FTjnHCyekYcrrwSTeXQtcDQd7uTJ1scuLjYmOkWC2w0UHy2EfHkAXUzVGnu9nN+ED7O4YkyZQj5Edfl796Y9f+IJ+8zu7t2jBzkBLoq7dgElxUq45ejTB96Wt6Jl8wBef7EEePvtoCZx6lQ2Zti40bC+GbBhA9UksSA7G3DuT2O5R125Pq2hsGZA77svvPjV3LlMcrFU+8QRyAxi6FCeoApN7ldYyHGHD+f92bWLf5eSip+aNS3S4jVEkRTqYRXz9Hopd8zMkPC6FcyYLtGwId9lRQEQCCA3K4Abb+QuwZLScTh05RxjQ8KAnwjYuNexGO/CQhqUKlWorIjqjFiMo5cOWiIG471zJ3nMZs3sX3jz8HoDbi4hazuPKJgxgzbx448jOCOPPgrfm++gZk1g36L9hgYP9etTmGLX1mzePMtaVGFwOoGSHYchH3mEb6Hprd2yhfxu7muf0OW77bYgHzF1KpObhg61pjB8Pi400apCer1MAC3MV6wdBL8fuPtupN/RCxddJLHws1004g4H/H4Wgpo5k/9Zvehr1tg2NzLA4QBy0n1MYjLn0oMLt1bZz+FgIahXXjFOt2tXY90VA3JyYs5Wxq5dXP1MlEcgwMNoopLJk7mL1XIEpGStm+rVbZKcXK6YdgLaO20HLfmpIF9i/14F7dpJ3HuvuiNQFBTn+9G+vUTnzhasjZT0LCLV7zUhYcCPFza8d1gDBhN8PlKZ553HGh8xB7NMVk2TDh6r8fZ4mE5dtSqLFUULQtoZ8KgBzCjG2+UiT1mnTgxJEH//DZx3Hp5+0o933lQbPKhvQ5MmNJpWhay04k2RHD4p+TnXn+sgu3WLWBHr3XeB9q08kA0bMph6xRXcLqey8NbYsdZZlhs2ANdeG/kU/X7uRHKybIy3BqcTaNkS67p9hGrVJA5/OosaPsnMwebN1QJXFoHEFStIs0SbR0YGEPhkJDkfm1XV6w2VpM3NZdq5vnHS4cN8xiyTluIJZA4aFGp/ZAGtsqHTSYPdqFFolyElqbV69Sw08jFKCmOJY2mLSXoaKZWhb1FuuGQJx3E7/OjWTaJNG4tAu9drTD+NgoQBPx7Y8N6RbrKmUf3Pf/hyrVt3DGPqoBWVtw2ORHgQ1q6lzWnXLsYaDqZD6v9/xABmlHns2cPSr3fdFd7D0hZt22LpKwtx2WUMqmlcxdVX0+O0SqJYsMC6qp1+mo5iCc/knyglMRWNMsPnoyGe33sO3d1rrmH0Gby/n38eaqupx8cf2/ZIBsD7efAgkHY0ivHWkJcHXH45vu3yXzRp4IXzzQ+AjRvh9dJYTZpk3UZu6dLoOvicHMC5cDnd6ig3x++n8SwooDG/5hrjAjZiBJOQwk4n1kDm5s30dqJ4qFqZ2Px8PhZXXsnFRHsMBw6khD+M8isujqoGiSdr2uXidcjNkfh9iYLLL5cYMkTVkbv9eLwng55hZdNjpFKi7QZOJU4/A27De0cy3n//zd32JZccR7U+3Zc06WC8xruoiBK3GjVYqCmeedgZ8IgBzAgDTJtGyuTTT+OM3/z6K/xXXI3atSUOjwo1eLjxRp7T8uXGjzud9L7tshMVBSjO9cI3fERcXS/+/ReoWkXCedMtDGK0bAlIiWefZTbmo4+Gf+euu4J2PgxSMgHpSLKE9MVRSjIlBahTB0+33oXH2iRDGfIGkJeHMWOoZLIqcLV4ceQyAk4nkLM1FbJdu9gKy4AGJTMz1BnosstCNI3XS4chLD4RSyBTSraTsiWxjdDqmWRmcvfRti03EFrAtUsXJtAaLq8mKYzwIMYr21MUnlrqUYlDBxX06CHRti2wZ7eE4gvgxRfonRuSzmKkUjSpZFnA6WfATcZbWw2tLmhKCunD6tWBzz47jsQrk1H2em0eqAjGe9480hQ9ehxb1UD9Q6MNEzGAaTMPl4vBrrp1j2EXAvDEGzbEs11S8GWff4MdEVq3Zucecz+BxYvpidodqvhwLgLPPBdbbr0JH3wA9Lr6H8hq1SjdWbECs2ZRTdSunZFacrlIm9mJHtLTgQP7JWuMxLvC79gBT40LcXOTPEzs8RvwzTdwOxVcdBHpOnNtmAUL7NO9AwEgI8WHwKM94xOLg9PW+OjNm0PFrwDSNrVrm4LIsQQy16+nnjVWrlxFSQmvaUYG28N17codQlERd2vDhpm+EEVSGOfwQWi7gox0ia+/UtCwocQPPwCKL4B33lZQt66xKXUsVErCgB8rTJbaLlhZXMw601WqsNRrzPSAHXSGWS8dtPycCdoDXKdOBElXjDAbcNsAps1Csns3t7Vdu8amBrHFl19ixU2DcVXDEipFfD506MCtur77kNvN+2DlVPv9gOOfvQg88CD3+8fwRvj9TCTZfmNvWu277kJODlCpEhvy6L2rFStYYNAKubnA3j3cXse/PVOxahVSq16Bi6q7sOXxkcCyZfjiC3qg5gJXc+daUysA74v7/c+oeztGK5GXx+du5UrWTdEW6scft5BQRgpkqoob28lGgVbZMDOT72Hz5vTKk5MZTDYEtSNICo+XspBSbR5xVGLtGgU33yzxxBNAfq6CUZ8rqF1bGht7FBdHLfaVMODxwsR7Wxlvv5+2oHZtBsxj5ZejQmcQfT6b4KXpF1JSHFGjBnegx1k7B0C4Ade2pZbzNWHKFFImI0ceu40KorgYgao1cEEtP9L6vw8cOIC77mI8UZOQAXzvrWpU+3xAycIVULreHUPlocjYsQNocm46AudUoYu9dSuaNeP919clHz6cqiMzioqA3bskvM7jMN4afv0Vq6t0RpNzUpHd53U4D6TjvPOYDKVvMTd7dkiloYfLBeTNXgZ5++3HucLyvNLS6DQ0asRdQFYWJX2GXVJhoX0gc9ky6u2Pw1pJSSojPZ274MsuY4hj/Xo+j4a52EgK48mijgQtq/fAAYnnn5O46ioWqPvh+wBq1JCh5yUKlZIw4PFCczdVmG+olNyWXn45udhYGwrEDN3dcrstbp7pxd+3j1v4K66IXhkvHmiGW/svlrk4nax9Xa9e9HaJceGVV/DClX9ietcfgd9/R/fuDFIdOsQ/e7006ObCVl6PhGvMJMju98XRbTkyPvoIGFfnPchLLwV69sSAAVQXTpsW+sxtt7FqoB5OJ7Brp4Sz6AQYbw3jxmF0tTfw4PnL4Hz3U3w8IoA2bYwKn59+Clf8KAqQtTkVSttbI+tJ40BJCXc/kyfTcB48SDVis2a616mkxDpwFwiQf4wqTYoNWmVDrZriggXU459/vk6pYyMpjLvscwxzSUuVmDJZQaNGEiM+lJg9M4Bq1WRIfhqBSikrtcCB06WYla5IlVZ7RqtZtXWrELffLsRzzwkxdKgQGzYI0abNyZtGUpKpFpWuko/fL8RHH7EA0623sgBVy5YnZy5C8FrYzUUIIXbtEuKmm4TIzRViyxYhmjc/gYO/8IJ48OAIMXNjA4EDB0WlSkK4XKFCVuvWCVGnjhD16oW+4in0CLw7XFTavE4kjR0jRNOmJ2Qqr7wixIwLXxEl2W4h5s0T7ZtmiZQUFpUSgjWLtm0TolWr0He8XiGOJENcfIEizj63fFwFxiKiXz/x7IsVxdnufDHxx0qib4Pfxc6dLErm9/Mjfn94MauiXL+o9vHrolzPR4W44YYTMpXKlVl87LbbhOjXT4j772eRqUqVhPjmG/VDFSpYF7X6/XcWfDpBD/DZZ7MoVocOQoweLcTAgUIUFrJQWZcuQhQXC04sELCcz4m6PdpcLrgwSdzVpZyYMV2I5SuE+H5SOTH6Kykeewzip5+EEGecwUpaTqflMU7kfI4Lpb2CRIVu+dWvfKmpFC1Ur0552AnsVxoOdVCPx6KHooqNG+nZtGplpBFOxlQ0+shwzibee/JkblE///zEOZdhc7m/B5qecxhpPV9F717kFfPy6N0NHRryxgHAlZwFX+++UIa9c1Ju1u7dwJNnzYC/SnUU9R2EihW58wCoA7711tBn/X5y3rmZJ9Dz1kNKuJ/sj1srb8CyFq/jvQG5aN06VODqhx9CjUAANfN06CeQzzx7Ulw7TSv+1lt8Pleu5LORmgrrQKbPR6lIFDnnsUBKsjbr1zNjdcgQZkh27qy+WxYFpo41gBkLPB4g5YjEW2/SG/94RAC1aknKMDVJjSnRoqyUkgXKOoWiciV6vtvhYNJb1arkluPNBj7WeSiKKXip/h+tUXv16scci4t3KpAyxMUHoZtPr17MjDQU4zoZWLcOA84ei99vegPP9CxBjx4cf/Vqqi+0aTk37oC/232QEyed1Cf/008kdp91LWTlyrjuah9uvJHDvfFGSPWgKFSbpKecJOOtwe9HSsen0L7CSqy79yNUqSKDTeMnTAg15JASyJv9JwIdOh437x1lOkhPB/r3Z5ej555jcB1AeCBzzhw+1Cfx+rjdZNA6dKABv+kmVaNvkhSeCs21tqjMmyvR9AqJRx8K4MILJUaMQEhqaZIRlxUDXnYpFLV4N8qVF1Lyx++/F6JxY9Imf/0lxNdfc1t20uchQjWck5JEkKpYskSIK68U4tAhIbZvF+KZZ+Koy32cUzLUAFfno1EmBQWkTG6++SRPpEUL8eAlm8TinXXFGa5C4fFw1/nnn0J07MhpeeYtEWe8+4ao8PLzIql3r5O69xwwMEmMvHSMUDwB0fHsNSI7m9v0VatYQhwQ4mgKRMVyiriwzgmkTaxQoYKoO/dr8fZlP4vJ82uKx2/YKaZP53z0FIpjT5o4d9R7ovxHHwpRo8bJnI44/3zWLa9VS4jUVCHWrlVLmlesGKItPB4hpk8X4qmnTur1qVRJiMsuE2LiRA5TsaIQs2YJ8e2E8qQv1FrhcZavPyYkJQlRtaoQd3ZOEr/8IoRfKSdq15Ji9GiI14aeIVCuPPnBsojSXkEsoQYtpSIRCAC//Ub523XXxdCu6STMRSoypLeWEtnZTBS54AIqCk7laqzXfwebu0qJSZO4LR416hTP58ef8ECFOeh903Z06ULJ2pdfAgGfAvcXY+G/r0f0HmsnEHv3Aosr3InFZ9yFGtUVrFxJcYrLxcDVwb1+dj0/VcjLw+jaw/BhpXdQuVIAs2Zxd7JnD+B1eOHq/iiUb2NtJ3/8kJJ0yl13MdB+6aWAK0cXyJw+nVuWU4iCAgbAGzfmznrpopCksDQChg4HMOoLiboXB3DRhRJPPxVAICs3SKWUlVrgQBmgUBRFwdSpU9G6dWvUqVMHrVu3xrTJk+H3+rFlC2sd16nDQkWn8kYG59WqFS6+qD5atLgFUyZPweTJCmrVYmuteKtxnog5TZkyFS1btsaFFzZCq1at8d13M/D44xINGsSctHdi5+T1YtiZw9Gx/BycccYfqFdvPD57dybcA4cwQee4Rfjx47uhh1EozkE54UPlyuNQvfp6jBk9E7u3exHwn/o3Tx5JweBKo9Cp0nJc1jgNl1zyJc4/vxW+qns5dt3aAcrJJHltkJpKjXr9+hL3d92ETs2bo8lFF2FVjRr49bPPoJxiq+nxMF5zwQVAlSoSX749Fe1atsTFF9dDq1atMXXq1FM6p0AAWL9e4obrFNSoruDezi5M/2Y87cHF9dC69amfkxVK1YArioIePXpACIFy5cpBCIHySUkQ4kJccslSVKsm8cEHcfZ7PNHzSkqCEGdCiEsgxG8455w0LFt26m+afk5CVIAQZyJJNIUQO3HxxX8hL6/05tRTXIcOYiHKizW4SPTDRFEB05peDeWkRpbt5/TAAw/iB3EHGok9EOJfCDEM5UUT3Nf9oVJ74Uo2bkdfMRoVhBtCfIP2oh5+ExVRXQj06NGjVOZ1+LCCKlWSkSRKcJ64FL2FwNCkJIhSmpOiAD//rKBixWJUEodQXdSAEOWDtqE05lRYCPR9OoAK5Vw4V/yJyqIyhChXqnPSo1QN+NSpU1WDpP13NpLE2xCiAEKMwejRUUq2nZJ5VYQQg9Q5vQ8hzsQ0vcC4VOZUAUI8BSHyIcQLEEKU6pyqCIGWYiVuFgswR1THg6Jcqc+psmiAnuIHVBAlKC8eUBfh0pmTNq+bRV00E/+gsdiAZaIyrhNJwXtaetfqEgiRiYZiMeYLgTq697H05nQThMhHTbEJ5dT7VppzmjJlKoS4H0miEDXENpQT55X6nDSUqgFv3bp1cCUTogmESIUQ8yHE5ShXrhzatGlTyvOqACE2QIi/IMRVwZ1CaczLeK1GQoiDEOKGMjOnnuJrLBCd0Fw13mVhTt3FcJQXXghRrVTnpJ9XR3EPpohHMFi9d2XjWl2JgWIEXhN3lqE5NcLZIhXniNVlaE71cKbYi6riCIQ4u9SfKaCUDXidOnV0K1l5CNHGsLLVrVu3DMyrLYQoV+rzMs7pWghRtUzN6XJxK9qIx8rUnISoiavFhFKfk3le3UV/JIkqpT4v/ZwaiI6oJeqXqTklibooJ+4vU3MSohzKi2dKfU4aSlVG2KBBA1EuqIVThBCrg38rV66caNCgQWlMyzSvVUIIGfxbac3LOKctQoiiMjWn3WKFWC2mlak5CZEn/hV9Sn1O5nn9IsYIiOJSn5d+Tsnid5ErjpSpOUEcFVLMLlNzEkIKRYwr9TkFxy+1kYUQ/fr1E1JKy79JKUW/fv1O8YyIsjivxJxiQ1mckxBlc16JOcWGsjinIErN94e1CkX798EHHyy16G5ZnFdiTqfvnMrqvBJzOn3npKFM6MCnTZuGNm3aoG7dumjTpg2mTZtW6vrKsjivxJxO3zmV1Xkl5nT6zgkAkoBTkayaQAIJJJDAiUbZrYWSQAIJJJBARCQMeAIJJJDAaYqEAU8ggQQSOE2RMOAJJJBAAqcpEgY8gQQSSOA0RcKAJ5BAAgmcpkgY8AQSSCCB0xQJA55AAgkkcJoiYcATSCCBBE5TJAx4AgkkkMBpioQBTyCBBBI4TZEw4AkkkEACpykSBjyBBBJI4DRFwoAnkEACCZymSBjwBBJIIIHTFAkDnkACCSRwmiJhwBNIIIEETlMkDHgCCSSQwGmKhAFPIIEEEjhNkTDgCSSQQAKnKf4PbVmZzCgWGMAAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 450x675 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model.plot(scale=1.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "682152ca",
   "metadata": {},
   "outputs": [],
   "source": [
    "model.auto_swap()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "a66b4122",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 450x675 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model.plot(scale=1.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "628b947b",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.16"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
